{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.6---基本图表绘制：plt.plot()\n",
    "\n",
    "## 图表类别：线形图，柱状图，密度图，以横纵坐标两个维度为主\n",
    "## 同时可以延展出多种其他图表形式\n",
    "\n",
    "### plt.plot(kind = 'line', ax = None, figsize = None, use_index = True, title = True, grid = None, legend = False,\n",
    "###             style = None, logx = False, logy = False, loglog = False, xticks = None, yticks = None, xlim = None,\n",
    "###             ylim = None, rot = None, fontsize = None, colormap = None, table = False, yerr = None, label = None,\n",
    "###             secondary_y = False, **kwds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x225b497c908>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Series直接生成图表\n",
    "\n",
    "ts = pd.Series(np.random.randn(1000),index = pd.date_range('2018-1-1',periods = 1000))\n",
    "ts = ts.cumsum()\n",
    "ts.plot(kind = 'line',\n",
    "       label = 'hehe',\n",
    "       style = '--g.',\n",
    "       color = 'red',\n",
    "       alpha = 0.4,\n",
    "       use_index = True,\n",
    "       rot = 45,\n",
    "       grid = True,\n",
    "       ylim = [-50,50],\n",
    "       yticks = list(range(-50,50,10)),\n",
    "       figsize = (8,4),\n",
    "       title = 'Python matplotlib Demo',\n",
    "       legend = True)\n",
    "\n",
    "# plt.grid(True, linestyle = '--',color = 'gray',linewidth = '0.5',axis = 'both')       # 网格\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "# Series.plot(): series的index为横坐标，value为纵坐标\n",
    "# kind：line,bar,barh...(折线图，柱状图，柱状图-横。。。)\n",
    "# label：图例标签，Dataframe格式以列名为label\n",
    "# style：风格字符串，这里包括了linestyle('--'), marker('.'), color('g')\n",
    "# color：颜色，有color指定的时候，以color指定为准\n",
    "# alpha：透明度，0-1\n",
    "# use_index：将索引用为刻度标签，默认为True\n",
    "# rot：旋转刻度标签，0-360\n",
    "# grid：显示网格，一般会直接用plt.grid()\n",
    "# xlim,ylim：x轴，y轴界限\n",
    "# xticks,yticks：x轴，y轴刻度值\n",
    "# figsize：图像大小\n",
    "# title：图的名称\n",
    "# legend：是否显示图例，一般直接用plt.legend()\n",
    "# 也可以直接用plt.plot(ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B6AF5860>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B6B18C50>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B6B49160>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B6B706A0>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DataFrame直接生成图表\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(1000,4),index = pd.date_range('2018-1-1',periods = 1000),columns = list('ABCD'))\n",
    "ts = ts.cumsum()\n",
    "df.plot(kind = 'line',\n",
    "       style = '--.',\n",
    "       alpha = 0.4,\n",
    "       use_index = True,\n",
    "       rot = 45,\n",
    "       grid = True,\n",
    "       figsize = (8,8),\n",
    "       title = 'Python matplotlib Demo2',\n",
    "       legend = True,\n",
    "       subplots = True,\n",
    "       colormap = 'Greens')\n",
    "\n",
    "# subplots ---> 是否将各个列绘制到不同的图表，默认为False\n",
    "# 也可以写成：plt.plot(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.7---柱状图，堆叠图\n",
    "## plt.plot(kind = 'bar/barh')    plt.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x225b6daa080>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图与堆叠图\n",
    "\n",
    "fig,axes = plt.subplots(4,1,figsize = (10,10))\n",
    "s = pd.Series(np.random.randint(0,10,16),index = list('abcdefghijklmnop'))\n",
    "df = pd.DataFrame(np.random.rand(10,3),columns = list('abc'))\n",
    "\n",
    "s.plot(kind = 'bar',color = 'y',grid = True,alpha = 0.5,ax = axes[0])       # ax参数：选择第几个子图\n",
    "# 单系列柱状图方法一：plt.plot(kind = 'bar/barh')\n",
    "\n",
    "df = pd.DataFrame(np.random.rand(10,3),columns = list('abc'))\n",
    "df.plot(kind = 'bar',ax = axes[1],grid = True)\n",
    "# 多系列柱状图\n",
    "\n",
    "df.plot(kind = 'bar',ax = axes[2],grid = True,stacked = True)\n",
    "# 多系列堆叠图\n",
    "#stacked ---> 堆叠\n",
    "\n",
    "df.plot.barh(ax = axes[3],grid = True,stacked = True)\n",
    "# 新版本 plt.plot.<kind>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图：plt.bar()\n",
    "\n",
    "plt.figure(figsize = (10,4))\n",
    "x = np.arange(10)\n",
    "y1 = np.random.rand(10)\n",
    "y2 = -np.random.rand(10)\n",
    "\n",
    "plt.bar(x,y1,width = 1,facecolor = 'yellowgreen',edgecolor = 'white',yerr = y1*0.1)\n",
    "plt.bar(x,y2,width = 1,facecolor = 'lightskyblue',edgecolor = 'white',yerr = y2*0.1)\n",
    "\n",
    "# x,y参数：x，y值\n",
    "# width：宽度比例\n",
    "# facecolor：柱状图里填充的颜色，edgecolor是边框的颜色\n",
    "# left - 每个柱x轴左边界，bottom - 每个柱y轴下边界 ---> bottom扩展即可化为甘特图Gantt chart\n",
    "# align：决定每个bar图的分布，默认left表示默认从左边界开始绘制，center会将图绘制在中间位置\n",
    "# xerr/yerr：x/y方向error bar\n",
    "\n",
    "for i,j in zip(x,y1):\n",
    "    plt.text(i+0.05,j-0.1,'%.2f'% j,color = 'white')\n",
    "for i,j in zip(x,y2):\n",
    "    plt.text(i+0.05,j+0.05,'%.2f'% -j,color = 'white')\n",
    "# 绘图添加text\n",
    "# zip()函数用于将可以迭代的对象作为参数，将对象中对应的元素打包成一个个元组，然后返回由这些元组所组成的列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Freeze    Wind   Flood   Quake    Hail\n",
      "100 years   66386  174296   75131  577908   32015\n",
      "50 years    58230  381139   78045   99308  160454\n",
      "20 years    89135   80552  152558  497981  603535\n",
      "10 years    78415   81858  150656  193263   69638\n",
      "5 years    139361  331509  343164  781380   52269\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text xticklabel objects>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 外嵌图表：plt.table()\n",
    "# table(cellText = None,cellColours = None,cellLoc = 'right',colWidths = None,rowLabels = None,rowColours = None,rowLoc = 'left',\n",
    "# colLabels = None,colColours = None,colLoc = 'center',loc = 'bottom',bbox = None)\n",
    "\n",
    "data = [[66386,174296,75131,577908,32015],\n",
    "       [58230,381139,78045,99308,160454],\n",
    "       [89135,80552,152558,497981,603535],\n",
    "       [78415,81858,150656,193263,69638],\n",
    "       [139361,331509,343164,781380,52269]]\n",
    "column = ['Freeze','Wind','Flood','Quake','Hail']\n",
    "row = ['%d years'% x for x in (100,50,20,10,5)]\n",
    "df = pd.DataFrame(data,index = row,columns = column)\n",
    "print(df)\n",
    "\n",
    "df.plot(kind = 'bar',grid = True,colormap = 'Blues_r',stacked = True,figsize = (8,3))\n",
    "# 创建堆叠图\n",
    "\n",
    "plt.table(cellText = data,\n",
    "         cellLoc = 'center',\n",
    "         cellColours = None,\n",
    "         rowLabels = row,\n",
    "         rowColours = plt.cm.BuPu(np.linspace(0,0.5,5))[::-1],                        # BuPu可以换成其他的colormap\n",
    "         colLabels = column,\n",
    "         colColours = plt.cm.Reds(np.linspace(0,0.5,5))[::-1],\n",
    "         rowLoc = 'right',\n",
    "         loc = 'bottom')\n",
    "# cellText: 表格文本\n",
    "# cellLoc: cell内文本对齐位置\n",
    "# rowLabels: 行标签\n",
    "# colLabels: 列标签\n",
    "# rowLoc: 行标签对齐位置\n",
    "# loc：表格位置 ---> left, right, top, bottom\n",
    "\n",
    "plt.xticks([])\n",
    "# 不显示X轴标注"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.8---面积图，填图，饼图\n",
    "\n",
    "## plt.plot.area()\n",
    "## plt.fill(), plt.fill_between()\n",
    "## plt.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x225b81aa3c8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jQ5M7pV9JJbWze5dsXesTcKRhYKUUS/UFGmEd10wgVbTvv1dcdhDAYKe5cKfrjiK+kYsvmoJIRTTCOjVVQxKBaot3+8JrGtbGmre98fXgzPuojrFBCW/vVFhkUGoZPEqwB/E61O8pVt1kYMS5gxACU5iYRgKIZ1FBO0y51lgl11jDNm1SdpqsPUTazmAZO38MW9Ov0M7uXbG9NOcT6td0fd/3G0uU/RKemUCq8FAv0PHMO5Ztcwf57oTNN5ZKlIJ2edlm2KRBnUhJaF9oO4Yg0zBxDIdT7iin3O6naGyn38Pbuy0sMkgM8vt7MMUqRKj+cHB3m4ET5+2YhrlhLohknE8XyZBis8B6s4BlWKTsFBkrS8bJ4pjuQ9vYnn4VqqDt7NYivZVO2spxrfXlWzmKrXVcw23PmI9XZDphc3i0eENn+SR22QpASkktqlLxK1iGScYeOvyx9ml4ey+FRTT9w1YHt1ACS9jHPaQjZ+DFeSumYWASi6+U7c4qKqDilym1ipgNi4SZIGMPkXEyeGbigRNdp189nuPszVz2i+QaK1jCjJcg+kBcNoRbWA9Jt1IWRb/I3cosV4eu45reoY+lE96WyJ4Pb3ersIimd9lskhEipNHzDu5uc6LEeSuGYWBgYGNvrJEGUUhD1akEFcyGiWO6ZO14Rp20UhvirNOvHmZrb+ajvkjWwxrL9aVYYKAvhPlJCGGQsbJUwjJzlRmms08f+sUpnq1EceUwafTs53jYhUU0vcFhNMnoJ06sOG9FiDhsYhlx6GRjnTpqsRrdJ9dcxTJsMnaWrJMlZaUxDeuR6VcW1rGHVI+SzdKc8sgvlK2oxWJ1Pq4ANmCOesu0SKokFb/MQvUuE5mpQ39/gs10FrsHyykeV2ERzfGwU5OMXuQXf/EXSafT/NzP/VzXtrmbfs7jwEvAOUACn1VK/eq25wjgV4EfAerAzyilXu3aKI+YrevUUkoCFRDJiEIrR6GZwzQs0naarDNMykrjmM4D6Ve+ijtfnYT0q+PszRzKkMXqPQIZ4BluXAJwwHAtj1CF5Fs5EnaKM4mzh7q/zfB2vERh9VC1Jr2+fDJ50MHtb3g1OgTy4ccOuj/bOP6a87s580LgXymlXhVCZIBvCCH+Uin1xpbn/DBwtf31fcC/b//b9xiGgbtlnTpUIZGMKPsliq11LMMiYSXjdWo7064gxYlIv9rszXz0pTmlkizV5mlEDRKmF1f6GsDPGCBppSj7JZZrC3imR9Y5XINYp1pTr4S3+6mwiOZw2HRwt/O9t6SSdTutbLdC/8u//Mu89NJLjI+Pc/r0ad797nd3bQywu37Oy8By+/uKEOJN4CKwVZw/Cbyk4nf1NSHEsBDifPu1A4NhGDg4YLaFSUYEKqAW1Kj4ZUwRFz7J2FnSVoaElWx3gRk8Z/dmac6jN4AppbhfX6IaVPDMBNEBcpn7ASEEWSdL0S9yrzrH1aGnD9Ugtr1a03GGtzvHWSS3FLTRwnwi6Qg0xMVY4voBx3McfOMb3+D3f//3+eY3v0kYhrzrXe86enHeihBiEnge+Pq2X10E5rf8vNB+bKDEeStCCCzTwmp/hKGMCKVPK4oLn6yJFWzDIesMMWQP49kehjIHRqRV2yl7HOt+ueYqRX+9Xf1rsIW5w1EbxHohvL1TYZFBqGt+0lBKUQurhDJgyDl1oPP1wb//g1XSjpIvf/nLfOpTnyKZjEt9fuITn+j6PnZ9xgkh0sB/Af6FUqq8/dc7vOSh2IAQ4kXgRYCJiYk9DLP3sQwTq134RIrYUBbKgFxjlVxjFdf0GPHGSNkpXMPbaKDQj8LSKc15HL2Zi60C+eYatrCJZHTsIdejJDaIpY7MIHac4e2TWFhk0FBKUQnKFJo5GlGdUIbUvBoXkpe68rdU8U4OvJ39ctjH467ONiGETSzM/1kp9Yc7PGUBGN/y8yVgafuTlFKfVUq9oJR64fTp0/sZb19gGHF427MSeKaHZdgE0me5tsjdyiz364vkmisUWwX8qEWkwi1f0UNf8qEv+divjf6tnQpVT/jaC5stII++NGc1qHK/sRw7ipU6UcLcwbVcbMMh38qx1lw91H11OiLRLrzTTdPN45Abwqwd2f2IUopSa53Zyh0WqvdohHVsw0GqiNX6fZbq8107luKIytEL9Ac+8AH+6I/+iEajQaVS4U//9E+7vo/duLUF8J+AN5VS/+4RT/sT4J8JIX6f2AhWGrT15v1iGCYOm87vUEUUWut4YR3HdKiFVU65IxtpXA+zu9CNeMxPT3ztjhe+rf1tto6mU5LyaA1gzbDBUm0elGpHHE6eMHdIWkkqQZml2gKe6ZJ1hg9tX0cZ3taFRfobqSQlv0ihmaMVNRHCwDHdePlLKZJWmlpYY7W+glJwMTXetRm0OOII97ve9S5+8id/kne+851cvnyZ97///V3fx27OtPcB/xh4TQjxrfZj/xqYAFBK/SbwOeI0qtvEqVT/pOsjHQBiQ5kB7cIntaBCvpkj11xjPD1Jxs489Jrd3hOqx/z05Bd3Ot7sbut7bQR/UAIZsFi7RyRDbNM5shlcryKEIGNnNgxi09nreNYhGsSOILy9tbCIni33F5GKKLbWKbTy+FELQ5i4hkvUjuBtPV5SVop6WGOtsYJCcSk1ceC/syC+eRTttpoHZbfj+cxnPsNnPvOZA+/vUezGrf0VnvCO2y7tf9qtQZ0EhBA4pochLGpBlbnKbc4nLzLmnXng4DjK2WkvXgojFbFYvUcrah24y9QgIYRBxs5SCcrcrcwwPXR4BrGt7u1IBYguu7e35sprYe4fQhlSbBUotAoEUQvLsHANN46uiZ2XvIQQpOw01aDKWmMFlOJS+vKB/t5bo46DdOyc3Nhgj2AZFhk7SygjFmvzLNTubqQLnHSUUizXFqmFtS1dpgbjxOsGlmGRNFNUgjLz1blDjSjEn7sgaqcGdot4fTlA6Rlz3xDIgNXGfe6U32KlcR+QuJaHIUwQu5t5pu00pjBZa6529djd7Hfd//RO+Z8TjGEYZOwM9bDOWmOVZthkIj2Faz3cIeukoJRitXGfsl/EMxOEKtJpNDvgWi6hCim08iTtFGcS5w5tX53wdthuRHCQ8PbWwiKdm1EtzL2NH7UotPKU/CKhDLANB0c4bOSf7/Fvl7LT1IMqueYaUikuH0F52n5CX+16hDjck8I1PSpBiTvlm1T87RlrJ4f1VoFCKx8bSlSIoU/aR5K0kihgqbZI2S8e2n62urcjFe57O53CIqHcdP1rYe5dmlGTpdoiM5Xb5Js5DASO4QECYYgDmTOTdhpLWBRaOe5WZnc36xWPr+LVK7Png45Bi3OP4ZouSStNI2oyW7lNrrnSEwfaUVLxy6w2ljGFiZTH35e51xFCkLWzBJHPvcoczbB5qPuKw9udql17o5OKF7UL2Cji9XMtzL1HI6yzWJtnrnyb9VYeCxPHsAGBEHTthjlpp7CE3RbomScu67muSyFf6GmBVkqRz+fxvP0bNXVYuwexDIuMlaEaVlioztMIm1xMjZ+IsG4jrLNUXwAEQgnECcxl3g9CCDJOlmrbIHZl6BqWcTin92af3QAhxa7D27qwSO+jlKIe1ii08lSDClJJXMPFEHLjRuowSNpJ6kGdfCuHQnE589Qjr3cXLp5naXGZtdzarhJTjusY8zyPS5cu7fv1Wpx7lHgdOruxDt0Km0xkJnHMwV2H9iOfhdo8kYritSx93d4TcROW2CC2UL3L5cxTh3JhinOfY4GNVIjBkzv46I5SvY1SimpYodDMUQ/rKCVxTBclYwf9UUwMknaSRqgotPIAjxRoy7aYmBx/6PGtxLNvhcDAEnZfFizqvxGfIDbWoQ2XUlDiduktqkHluId1KEQyZKF2jyDycYS7UUtZszdc08UxHAqtPGvN+4e2n/iiGYe35WPC25362JHs9GDWwtxLKKUo+0XmKjPMV+5SC2vYhoMl4noCwjjaJYeElcIxHNZbBeZ2EeJ+FJ3js5P+149Lg1qc+wDXckmZSRphg5nyLXLN1b482B6FVJKl+gLNsI5neCgGt/3jUZDYMIgtHa5BrP1fqAKkfPgiulFYRIZxkQhE39aTHzSkkhRb68yWb7NQnacZNXAMBwurXTjk+G6gElYSuyPQ5TsHFugIeSAD43GhxblPsEybtJ0mlBEL1XkWa/MDkQ+tlGKlvkzZL+OZHhG6yMhBOSqD2EY/3R3c253CIr1e8asVNan4ZVpRcyDOpycRqYhCM89M+RaLtXlasoVjupiYcfj6iGfKjyJhJXANh3W/wGz5NtE+c+sNYSAQGybEfkKvOfcRpmG286Hj8nfNqMFEegrHfPKaX6+Sb65R9At4hkeopE6Z6hIdg1jlkA1inR67ERGmjDAMsy/Wl5VSFP0CK40VwshHiHhW75guruHhmR5Oe4nAMd2+N2NGMmLdL7DeyuOHPqZh4m7UvZY9uSbrWQkIoeivM1e6w+TQFUyx9yp4AoECQhUgZNzvoB/Q4txndMrftcIGZb/InfJNxtOTpHeoy93rlPwiueYqprBjY1GfnDSHSSv0KbVqVP06p5OnyLjJfW/LMiySR2EQ2yhOEmBKFXdH6+HGFZGMuN9YouyXMIWBZdqEUYgCWmGThqoTqTiFz2w3WXENF8d0HxLt/YjFURLKgPVWgfVWAT/ysU0b13KR7WWxXj/nPCuBCgXFYJ3Z0m2mhqb3/JnH5WfjHvShCrD2kGFwnGhx7lNcK4ERmdTDOrPl21xIjTPijvbchfBR1IIay/WlODVD9f5FottEUlL165RaVcqtGuVWjUKjTMWvEcqQQIbYpsknrn6IIS+97/24pksk4wpiCSvJ2eT5Lr6LmM3OVQqlwnZRkcNLuzkIjbDOcm2RRtSIl1FkFPditzYvhZ1WqnHPcglK0YqaNMI6hU6rVMPEQGCbLp7p4poejuG2DXnuodU53y1+5LPeylP01zeqeXmmu2Gz7KcIVcLyEKGiFBSZKd3iqezVPX++nWNUoQiVjyWdnhdoLc59jG06pIVJLawyX71LM2pwPnmx50NwrajJUm0epSSmsBBG/1wo9opSimboPyDCxWaF9WYFP/IJZLwWZpoGtmnGMxszgcJgvrzMn93+Ej927aMknP2n0CWsJJWgxHJ9kYSVOJQWk53wNu0V5l47BuMw9jqrjftEKoqFWUU7XqCFiGf7xjZLTizash3GjyMDQdSK16tlAQBDmHFTG8PBNV3c9tqp0xHt9u8Pi1bUotDKUfKLRDKMZ/iG23ljfZud6FkJRAjloMRM5RZT6Wksc2/y1TlGY49E9xu4dJvd9HP+LeDjwKpS6tkdfv8h4I+B2fZDf6iU+qVuDlLzaOJ16Cz1sMZq/T7NsMFEZgr7kf2hj5dQhixU5wlkgGO4KAbHhBPKiEqrRqktwvFsuEQtaBDIgECGCAG2EVda8mybpEqSsDwc08M2rAdmm0kzxc31W3xu5st88tqHsfY5G4tbTA5RbK1zrzLH9NDT8Xpel+k1Qe6wNYxtYGILG6nknscbi7aJgfnAhVMphRJqo+e1QBDIAF+2KPrrcWRIGBjCwDRsXNPFMzxcy9sIj1vCOpBQNMMGhVaesl+M6wRszN5VTwvQXnCtBISCsl9itnqbqfQVLHNv17lNj4QEGWAZds9+Pru59fht4NeBlx7znC8rpT7elRFp9kxnHboZNin5RW6XbnI5PUnS3n849DCQSrJYi9M2EpZHJPszZUopRT1oUt4Q4irFZpVis4zfFmGpJJZhYBtWPBs2kvGapeVhGx7mLkJqGTfNVHaK2dIsfzHzMh+78r59hyM3DGJ+ibnqDNPZpw+tglgv0QgbLNcWHghjd/uY2zrTtngwPC7bDT6kjEDF+fy1yKdMCZTaItoWrunhGu0Quenimg6WeLR4KKVoRHUKzTzVoEy0Uc3L2hjXoFXycS0vFuhWiRl1m6nMNPa+BTpCKIElenMis5t+zl8SQkwe/lA0B8WzvPY6dI075VtcTI0z4o0d97CAdvvH+iK1oELC7B9hDqLwAREuNasUmmUaYXNjbdgQAtuIQ9JJy8UQ6Xg2bHhYhnmgtdfR5DAteYFbhXnSzqu8f/xd+/7cLMOKe+n6FeashTMOAAAgAElEQVSrd5k8JINYL/BAGFtGeGaibTo8utm9EAJTCMAAY/uaduxk76SgRTKkJitUVAn5gGibG4Idf8VmNF/6FJp5amE1LrFpuhhKoth7RKDfcC0XBFT8OMT9VObqngV6swRt3GHtuD0CO9GtW+fvF0J8G1gCfk4p9XqXtqvZI45pY4rMlnXoJueSF479hF1rrlBqFXFNj0j1njBLpaj5jViAt6wNF5sVws5sGNUWYSsOS5suruXhGh6O6RzaZ3whfZZW2OLbK7dI2ynedf76vrflmC6BDFlv5UkekkHsuHkojG04yB5qOdoJjwOYPCgKncItseNdIWVEXdY36lwbwsBgMxfZMdy2Ee9oSmz2Cm67jHHFL7cFehp7Dymlmw7u3k2x6oY4vwpcVkpVhRA/AvxX4OpOTxRCvAi8CDAxMdGFXWt2orMOXQurrNSXaYR1LmemsI5pHXq9VSDfzOEYDrIHhLkV+htrwqVWrT0bLtEKfQIVEMoIU4jYoGU4JMwEGWHjtWcvezWidIPJoXFuFnxeXvw2aTfJtZH9nz/JjkGstohnJRg6BIPYcbFzGBv6Jbwbz7YttstELNrxmrZSMg7FCtqFQ/rjvXUb13QRQNWvMFO+zVR2ek81H3o9xUrspgxkO6z9ZzsZwnZ47hzwglIq97jnvfDCC+qVV17Z3Sh3wWr9PvO1OZJWqmvbHASaYQNf+iSsJJfTUyTto/18qkGFhdq92PmqOPKDP5QRK9U8xWaVUqvKerNMpVXfMGghwDIMHMPCNmyEsDZE2DbsnpqNSCV5PfcWhhHx8ekPcjF7et/bUkpR8tdxzQRXD8kgdpRsD2PHEZqwp/5+msPBj3waYY20nWEqe3XPRZmOukmGEOIbSqkXnvS8A08BhBDngBWllBJCvIe4JGj+oNvVdAfPSmBGFo2wzkz5FhfScT70UdAMGyzVFkC1816PSJgjKVmtFViorLJQXqXq1/BlgGnE6UpOO13JNONZsW24+3ZCHyWGMHhm9Cqvrb3Jf5v5Kj927SOcSmb3tS0hBGl7MAxikYpYqS9T8osYGD0XxtYcLo7poIBKUGGmfIunstN76t63mWIleyrFajepVL8HfAgYE0IsAL8A2ABKqd8EfgL4WSFECDSAn1KD1JVhALBNG0Ok43XoyhytMF6HPswDMJABC7V7hCrcaNB+mEilyNWLLJRjQS77FQIZkLAdMk4Kz0zsmK7Ub1iGyTOj07yev8mf3fkSP/b0R0k5+5v1bhrEysxX5pjMXumJi9Je6NwANqI6rplA9lkYW9MdXNNBoKgGVe6Ub3Ele3VfAt1LKVa7CmsfBjqsffQopagFVRSKIWeYiczUocyWIhVxrzJHPazhmd6hrTMrpVhvVjYEeb1Zwpc+rmmTsDxcM0XKSu8qbanfqPo1bhRucSEzyievfhjX3r+foBbUCFXIxdQlziUvdHGUh8dDYWzDI0KHsXuVuP/34VcmC6IW9bBO0k7zVOZq7OzeA50iJbawMQ8pknRkYW1N/yCEIO1kaIYNiv46rVKLyfRTJOz912/ejlKK5dpCW5gTSBV2faZabtVYKK8yX1oh3yzSinwc0yRhJxg2hkjZ2b4IUx+EtJPiytAUd0oz/MXc/8c/mn7/voUpNoiVuV9bImElGHJOdXm03WXHMDY6jN0rxJOABuvNCqVmXAMg3yjRilpcG7nM02OXSexRNHeLbbokMagF1Y0Qt2t5u359J8UqVCFIcawpVgMxc843ivz5nb+mGdUYTQyTtD1StkfKSeBZbl/VkT0qgsinHtVxDJdL6QlOuSMH3qZSipXGMvlmjoSVIJTdm8nU/AaLlTXulVbI1ddpRE0swyBpJ3CFR8rO7DnXcRC4X11jsbbAc2eu8qHLL+w7QtEvBrHNMHYD1/SQUjdMOU6UUlT9BsVWJTZdNqvk6kXqQWMj88EyDBzTohVG1II6aSfFM6NTvO30FGmnexODrQRRQC2skrJSbYHe/fGs2oVjQGCL7tfgPlEzZ6kk5WaVmfIskVRxpxnDxDJMbMMm46YYdjOk3SQpO0HK8UjZCZK2N/AzrEextS73vcosrbDJ2eT5A4WfC608661Cu9nCwWcyjbDFUnmN+fIqK7U8jbCBaRgkLJfTzihJK93X7TK7wbn0aVpRi++u3ibtJPjeC09MqNiRuILYEOVWkbnKHaaHrveUQeyhoiJGol0b+2Sev8eBVCpu1tKsUmxVWG9UyDdKNIImgWwLsWnimCaO6eAZHgkz0c58iL0elaDK/cp9/n75u7yeu830qct8z5krDHvd7apnmzYpYp/NncptnspM7/qGM06xMtopVsfXJGMgZs4Aryy/xp/f/iIjXpZG1Nio4KSICFVEIAMiGd8NdYTbEhYpO8GQlyZjp9ri7ZF0PNJ2Asc8flPAYbN1HXrYOcVEZnJfay1lv8RSbT4uHajUvg9mPwpYquRYrKyyVMlRD+sIIGG7OIZH2srgmE5fm7q6jVKKW4VZ6rLKRyffwzNjU/velh+1qIc1RtzTTPWIQWxrGNvEwBBm3F6jB8Y2qHSEOC7EU2W9UaHQjIXYlwGR2pwR24aDKSw8M4FredjiyabLht9ksbZELazimQ6Twxd57sxVxpLDXf27dmbQSSvJVPYqiT3MoOMUK7CE3dXw9omaOXcQwsCzE3h2gu2rZkpJfBnghz71sI4vAxQRlaDKeqtIEEXtesgWlmFiChPXcsg6aYa9DGknQdJOkHY8knaCpN3/Ddhhcx26EdZZ9wv45RYT6af2dBA3wjrL9UVAINTeU6ZCGXG/mmehvMpSZZVqUEcqSdJ2GXaGSNopPNPTgvwIhBBMj0zxRu4tvnj3FdJ2kvGhs/va1kYFMT9PspE8doPYg2FsN65RLTbXBjUHRyrVbthSZb1ZodgW4nrQjLumbQixjWvZJEjEhksrgSX2V5424XhMO0/RCn2WakvczM8xs77ApexZnjtzjQuZsa6I9NYZdGcNOmHtLpRuCAOlju8mcKBmzp+78yXOp/dXmCGUEb5sUg+a+GGTkAipIqJ2/eRQxqXzNmbdhkXGSTLkZsi6qThM7rTXuu0E9jFUkTooQeTTCOs4psul9GWG3Scbg/yoxd3qbNxlSji7zmCRSrJaW4+d1pVVKq0qkYpI2Dau6ZEw0yStpBbkPRDJiNfW3sSzTX702kcYS+2v8pdSikpQwUAwNXTlWAxinTXwlQfc2JH2jxwQqSSVVn1jjXi9USHfLNHcIsR2W4gtw8bEPrAQ74ZQhixWlikHJQxhcD41xnNnrjExfLYrk6AwCqiGVRJWgqnsVZK7FGilFFaXixGdyJnzQYgFN7VjKpZUkiDyaUZNGmGTIPKRSNZbZVbreUIZoRTtNW4L0zBJWB5DbpqsmybtbK5zp+wEntUbSe7bsU0Ho70OfbcyQys6z5nEo9ehIxmyUJsniDbbPz5uRiOVotAoxU7r8iqlVpkginOR006KhJkgaacHIiJxHJiGyTOjV/lu7gZ/fvtL/Nj1HyLj7t1wE7eYzFDyOy0mvT1FUg7Kdje2s+HG7r1zppeRSrZrxFfjHuLtGXEzbBHIYKNzmmPaeJZNiiSeFa8RH7Rhy16xDIvLQ+NIeYGl2gpL1TWWqquMJU/xzjNPM3nqwoH8QZZpkyZDNWwXKslMH3m1xL2iZ84HRClJKCNabeFuRa24aL0KCVRIKMPYpGYYG+vcjrlpUks5CRKWi2c5JCyXhO3iWcdbsUopRTWsglIMuyNMpCcfWnORSrJQvUclKOMZCSQ7t+JTSlFsVliorDFfWqHYLNOKfFzLxLMSeGaynYusjT3doh7UeTP/FmfTp/jRax/Bs/dnmotURLlVIuNkjswg1gwbLNUXaYT1jTC2Nn09mUhKyn6tnbpU2ZgRt9pCHCkZ9xE3LSzDwRIWCSuBY3g9meUgZcRqI0+hmSeUISOJIZ47c5XpkXGcA4w3lCHVoIJnJXYl0Mc5c9bifMhEUuJHLRpRnWbYIiJEytikFrZNarI96zYNA1PE692e5ZJxkqSdJEnbI2G7sXgfoYDXwzqhDEjZaS6npzbcjnH7xyXWW3kSZuya3S7M5VaNxbYg5xtFmlETx7BI2B6OmSBtZXrKDTxoFJsVbhdvMzV8no9f/eC+C7H4kU89rDLijjGVnT60iM/2MLZneIR6trwjkZRxD/FOC9NGmUKzTCts4bdnxLZh4po2lmm1Q9MJXCNxLE1bDkqunmetmcOPWgy5GZ49Pc3To5dJ2PvLld4q0FOZK6Qe0/deh7UHGNMwSBgJEvbDYUGlJKGK8KMWrbBFK/KJVIgSkkbYoOpXCVX4WAFPOQmyTuoBAfe2iPhBBDxpJfEjn6pf5Xb5LcbTlxlyhsk31yj57ZSpLUVG6kFzo1rXaq2wJRfZI+OMkbJOZi7ycTDsZZjITDBbvMffzP0dH536vn0Jq2M6hNJl3S+QqC9zPtV9g9hOYWy9vrxJI2xRaJRZb5TJ10vk2mvEW4XYMR082yFFqi3Ex9M97TAYS44ylhyl2CyxUl/hqwvf5Nurb+07V9oyLNJ2hmpQYaadZvU4gT4uBuOv16cIYWALA9uwH3lwPCDgUYtW6BMSgdoU8EUVzzY2BLzdpH2rgGfsFCnHw7NckvbuBdwxHUxhUAtrzJXvMOKNUguqWIaNlBGBjFisrLFQXmW5mqMRNjCEaKeknWqnPh1ONSDN4zmTGsWPWryRmyXlJPn+S8/tazsJK0kUVLhfXyJpd7eC2INhbO/Eu7Glku0WphUKjRL5eplis4wvfUIZYhoGrmnj2Q5pUlvWiAf/Uj7sDTHsDXUlV7ofBHrw/6J9zq4FXEYEskWzLeCRClGotoDX2gIukUo9JOCu5ZC2k2ScTQFP2O01cCuekWfsLNWgSq6RwzFcFsr3WaqssVRZoxbWAUXS9hjxhkla6bjXqjZ2HTsXM+dpRj7fWH6TjJPk2TPTe95G3MEqQ8kvds0gFoexi6w0lolkRGKjqMjJOmZaoR+Hpduh6Vx9Pc4YkT6gcEw79qiYaVzLw7MSu8ojHmQydprMyDQNv8lSbYnvrN7krfzsnnOlLcMiY2fa3axuM5W9QtrubjGUg6DFeQAQwsA2DWzTJrlLAfdDn7At4K2wRc2vsVjdFHDTMLCEuU3AE6ScBPl6iYpfJUKStByGvSGSps5F7kWEEFwZvswb+Vt8af5VUk6SqeG9h6bjCmJZyn6Jucodrmav7ztsGoex71Py1x8IY/diBkM3kUpRblUpNDqz4hLrW2bFVtuw5VkuaZEmaSdxTU9nLzyChONx5YC50qZhkbGzVIIysxsCvb82rN1mNy0jfwv4OLCqlHqoNqCI3/2vAj8C1IGfUUq92u2Bag7GXgW8Ffm0ola7ylpbwIMaUU2StFyybhrPTJGwkvri0eMIIbg+Ms13czf4q9mX+cS1D3M2tfda6qYwSVlpakGV+dock5m9VxBrRs24qMgJCGO3woD1ZnljZrxWL1IPOgWQFI5p4pouaSu+sfXMZN+3ND0OXMthamiSUIYsVZaZKy1xr3yfc6kx3rGLXGnTMGOBDivMlu9wOfMUWWfoCN/Bzuzm1ve3gV8HXnrE738YuNr++j7g37f/1fQZDwr4zs9RSrZbv+kLSD9hGgZvG73Ga2tv8rnbX+bHnv4hhry953k6pkMkAwqtPJ6Z3LVB7MEwdkjC8IiUHJgwdqfKVqEZG7dy9VLcwjQK8GWAZZi4polnOaSNNAkjgWslBrKd6XFhGRYT7Vzp5doKy9U1ltu50u848zRTj8mVNg2TjJWhEpS5W5npCYF+ojgrpb4khJh8zFM+Cbyk4pysrwkhhoUQ55VSy10ao6aHEMIYwDnOycA2LZ4Zneb1/E3+/Pbf8qmnf4jEPnKgE3aK0C9zv7EUt+l8gkEsUhGr9fsUN8LYLhGH0+P7qAiicGOduNAokasVqQUNfOkjlcIxDVzLJWkkGbHiBhC2YetZ8RFgGCYXMxc4nzrLWiNPvp7nL2dfZuT+43OlOzPoalugJzJTZO3jE+hurDlfBOa3/LzQfkyLs0bTYyTsBNdOTfPW+i0+f+fLfOLah/aVbpe2MxT9IvOVOdzHGMQeCGMbHlL1XxhbKUXFr8fpTM04nSnfKOFHfntWvFl3OimScSqTmTixHe96BcMwOZs6w9nUmY1c6b+5+/e8ev/GI3OlTcMk3V6DvluZZTIzxSl37FjG3w1x3uks27GyiRDiReBFgImJiS7sWqPR7JWsm2Yye5m50l3+auZr/MMrP7DnnGIhBNnHGMQedmN7RPRHGDuIQtablfZacYlcvUjVr7fziiNs08S1XFJmklPCJWEncfSsuKd5VK709dEp3r4tV9o0TLLOUPvYnsEzUqScoy/12Q1xXgDGt/x8CVja6YlKqc8Cn4W4QlgX9q3RaPbBWHKEVuTzVuEeaSfJ+8bfuecw81aD2L3aHFNtg9jDYWynZ8PYccvUxoZpK18vkW8WaYU+gQwwhIjTmSyHJHExIddM6llxn7I9V/qV5e/yRu4206cmePbMNKfaudKGMMg6QzSjBpLoWMbaDXH+E+CfCSF+n9gIVtLrzRpN73Mxc45W5PPNlZuknSTvPPf0nrfhmA6RCjZKuY54oyy2w9ie4RH1aBg7kpL58gq38vPkGuvt6nxR20HtkLKTOKZDwkzq/uEDyNZc6cXaEt9ZfYu38nMP5EobwjjW43Y3qVS/B3wIGBNCLAC/ANgASqnfBD5HnEZ1mziV6p8c1mAHiUqtytL9+wxlspweHcU09Z245uiZGhrnZqHFVxe+RdpJMj0y/uQXbSNhdQxiy5T9IpGSJMzedGMHUchscYnbhQUKjXUkkqTt4VlZEmYCz+zP+tOa/fGovtIXs2d5x5lrnErsvatbt9iNW/t/fMLvFfBPuzaiAWe9VOT27Cxzi/OsVfKEUcRIeoinJ6e5fPESYyOjPXdB0xwNURSxXiqRK+TJFwqcGj7F9enpQz0ehBBcG7nCd9du8tdzf0fKTnA+s3cDTNrOUPZLKJPYja16K4zdCFrcWV/g9voCpVYFyxBkvCQJkSFhJ/TM+ISzPVf6bmmJ+fJ9TieHufDsZTLO0Rcm0beIR4BSilyhwK3ZGe4tL7DeKGO5FlOnx8FXLFZW+OK3XsZ73WUkM8z1yatcvniJkeFhLdQDjJSSUqVMrlAgl89zP7dKqV6h7jcIiWg2WtxamOFjP/hhXOfw6pMbwuBtY1d5be1NPn/nK/zY9Y/uqU4xxCI/5A4jlQKheiaMXW7VuF2YZ7a4RNWv4Vhm3KrVyuJZ3nEPT9NjbM+VLjar1MPW8YzlWPZ6QpBScn9tlVszMyysLlFqVXETLldPX2Z6eGKjQ9NzXKcRNLmxcoel6ipfePUrJF7zGBsa4ZmpacYvXOTU0O7qxWp6F6UU1VqNtUKeXKHAytoq69UStVadSChsx2IokWF8+Dzn06dZKqzwzbk3KJSLfPJD/x0jw91rOLEdy7B4ZuQqr+dv8Ke3/pYff/qHSDp7F69e6CSllCLfKHGrMM98eYV6WCdhOYx4w6ScLI6xv/7WmpNDJ1d6pZbHNI6nk54W50MgiiIWlpe5PTvDYu4+1aBGKpXibcPTPDV0CXMHp2fC9nj+0tt5nrdTa9V5c3WG5eoaf/F3XyLpepwZHuOZqWtcunCBoUxGC3WfUG80yLXFeDW3Rq5coNqqE6oI0zYZ8jJMZcc5nzrNSGLogcprQxcyjKVH+OKtr/GfP/eHfOwHPszVyacObaye7fH0yFVuFN7iz29/mU9e+zCO1T+XCKUUy9UctwoLLFfWaEVNEo7LmDdK2h7SDmtNX9E/Z14fEIQh9xYWuD03y1JhhXrUYCiV5Z2n38Z45tyuS16m3CQvjMdlzEvNKjdW7rBSyvH5r/01KS/J2VOneWbqKpcuXCCb7p0uKhpo+S3yhXXWCnlWcznWijmqrTpBFCBsg4yb4tKp81xIn2E0MfxEwTidHeETz32Uv77xMn/8t/8v78m9k/c9/55DMxCmnRRTQ1PMlmb5y9mX+eHpH+yJ2fDj2Oq8XqsXCFRA2kmQdU+TtrMDV2pWSkkkJXYf3Thp9o7+63aBlt9i9t497szNsVxcxSdgJD3Ms5mrnEuPHejiMOSl+b7L7wBgvV7mxuodVvJrzCzfI+0luTB2juuT01w8f5506ugT5U86QRhSWF8nV8izls9zP79KtVWnFbbAMkh5Cc4NneZscpQzqREcc+8hVdd2+eFnP8jXZ77F177zKiv5HB//4D8g4R3OmuloYphAXuJ2YYEv33uVD0y8qycjNdud10oo0naSEfMUKTs9cCYvpRTLqyu8fuMG99fXOH/mLNPjk5w7cxbP1T3TBw0tzgeg3mhw5+4cM3fnWCnniEzJ6cwprg5NMpbs/vrgqWSW7598HoBcdZ2bazPcW13k1sIM6USKS2fO8/TlWKiTiYP129XszFZH9Vouz/3CKpVGlUbQQpmQdD1G0kOcTY1xLjWGZ3XnoimE4L1XnmdsdYS/v/cd/q8/+wM+8cF/yNnTZ7qy/e2cS52mGbT4zuotUnaCFy687VD2sx9OovO6XKnw3RtvMrs0T8mvYBs2r828yXduv0kmmeLy2UtMX57i/Jmzh3bTpjlatDjvg3K1wp3ZWWbm75GrFlC24NzQKNeGJxnao8t1v4ylTzGWfjcA98s5buVmmVm6x417d8gkUoyfvcjTE1e4eP4cnj5Z942UknKl8oCJq1gvU/ebSEPiug7DySGuJCc4lzr9QBnAw2D6zGXGUsN84a2v8ft/8cd85IUf5Nlr1w9lZnt56CKt9RZfX3qNtJvk+uhk1/exFx7lvE5bWdwBdV63fJ+bt2/x1twMa9UCXtLlHeeuM5E9j1KK+fVlZgrzvHH3Lb47e4N0IsXE2YtMj09x4dw5fZPex2hx3gPrxSK35maZW7hHoV5EOAYXR85xbfgyqUO+KD+Oc9kxzmXHkEqyXFrldu4utxZmeHPuFplkiqnzE1y9/BTnz5451JScQUApRbVeI5dvi3FujUKlSM2vI4XCsi2GvSzjp85zNjXGkJs+8jXN4dQQH/+eD/O3N7/Of3v5b7ifX+XD73kfVpfXIIUQXD31FG/kbvLFub8nbSe5lD2cmfqjOKnOayklcwvzvPHWTZbWV1G2YmpsnOsjk9gd97CAydFLTI5eQirJfPE+M/l5bszf4fXZt0gnkoyfvcDV8ae4cO4cqeTxXaM0e0fENUSOnhdeeEG98sorXdveK8uv8bk7X+J8+nTXtgnxxWEtn+P27Cx37y9QrFewEhbj6XNcHZ7Es3rz4iCVZKF4nzu5e+QaBaSEbDLNUxcnmJ6Iw1+2fTwpAr1GvdEgXyi0TVyxo7rWahCqEKPtqD7lDHEh/bCj+jhRSvHNu6/zZm6GS2fP899/4B+SyaS7vp9QRry29iZJx+JT1z7CSPLw2+jt5LxO2i4JKz3wzuvVXI7v3niTe6uL1FWTc9nTvP3U9K6jMlJJFkurzOTukmsUCcKAdCLFxdPnuDZxhQvnzml/yi5ZqeX56Wc/weTQxa5tUwjxDaXUC098nhbnnZFSsry6Eucory1TblXxEi6XMxe5MnRpI0e5H4hkxN31RWYLC+TqRQQwlMpw5eIUV8Yvc/bMmRPl/Gz5PvlCYcPEtbK+RrXVIIj82FHtpRhxhjibGuV0crTnhWC+sMxXZ75BMp3k4+//B4yfv9D1fbTCFq/nbjCcSPHjT/8QKfdwwqWPcl4nzNRAOq+3UqvXeP3mTe4szLHeLJNNZ3nb8BRnU/tvWdiJpt3JzZNrFmgFQWwkPX2Op9tCnUl3/4auX5FSUqvXKZZKFMslFvL3+ZX/6TM8dWrvZW0fhRbnfRLnKC9xayNHuUE6lWQqc4nJ7IUdc5T7iUhGzOTnmVtfJF8vYhkm2VSGq+NP8dT4BGfGTmMNUJ1vpRRBGLBeLJErFFjL51gprFFp1miFPlhx6topd4hzB3BUHzeVZpUv3HiZJgEfePd7effbnuv6OnTNr/Nm4S3OZUb41NWP4HYx8vIo53XCTA2k83orQRhya+YON2dus1LOYSdsnsqOMz080dWbEakkK5U8t3NzrNXXaQU+KS/J+dEzXL88vSHUvejMPwyUUjSazQ0hLpZKrBZylBtVGn6TIAowLJNf+59/kfc//Z6u7VeL8x4JwpC78/PcmpthubBKUzbJprNcyYxzKXN2IO/YgyjkTu4ud4vLrNeLWKbFcDrL0xPTTF4a75mGHFJKgjAgCMJH/BsQhGH8bxDgBwGNVpOm36TptwijCD/0aQYtpKlIuAlOORnOpEY5lxwjYQ+GmSiIAr7y1iss19d425Wn+Qff/wEcu7s3GsVmmdvFO1wZucA/mv7Agc+LnZzXaWewndcdlFIsLC3x+ls3WcgvEZqS8ewFnhmZwj2CG8SVSo5ba3dZqxdoBk1SbpKzI2e4PnmFC+fOD1yxo5bfagtxmWKpRG69wHq1RMNvxjfqJti2RcZJkbHSnE6dwq/7fOan/jeuT0x3bRy7FeeTE8t8BC2/xczdu9y5O8f94io+EaPpYZ7LXuNs6mA5yr2ObVpcP3uF62ev4Ec+t1bvMl9e5iuvfZ2/e/ObjKSHuD45zcTFccZGRvZd51spRRRFmwL6GGENwhDfD/BDn0azSaPVxA99IimJZBR/KblRiEEqiVISDANQIATCiBumW4aFZZjYhkUmleGpxATnUmNkjqFx+lFgmzYfuv5eXl+8xbdv3yBXzPOjH/xhhoa6V7R/2Msynh5npjDP38y9wkcmv3dfF/CtzuuKX8M9Ac7rrRSK67z25pvcW1mkEtY4nRnl7SNXGHKPrqjQ2cwYZ9tNTnK1AjdX51jOrzCzPEfSTXDm1BjXL1/l4vlzDGeH+kqogzCkVC6xXipRKpfJrxfIlz7vjIoAACAASURBVNep+01agY8yFKZlkHZTnM6OMJYYZjRxirSTfOCaP99cOrb3cGLFuVavb+Qor1bycY5ydpRr2QlGDyFHuddxTIe3n7/K289fpRk0eWt1joXKff7mWy/jvf4qo5lT7c5ZF7FM6yGh9YOAMGyLaxAQ+AENv0mzFc9egyhsi6tEqva/GwIbAQIMQIi4/68hsA0LyzQxhYllWniWi2WYmJi4loNrO3iWi2PYeJaDbdo4po1tWAN9U/U4hBA8e+kaY+lTfOnO3/O7n/8DfuQHPspTE5e7to+z6TFa0uf1tTuknQTfd/F7dvW6h5zXQZ2E7TA64M7rrTSaTd689Ra37s6QrxdJp1K8e+ztXMqeO9ZxjaVGGJsaASBfK3JrbZaVQo7Z5XukvCSnh0a5PnmVC+fOMTLcW3X+oyiiXKmwXi5RKpUoFIuslQrUW/U4WiYUwhSknCQjqSynkqc47Z1iyDv6TIu9sCtxFkJ8DPhVwAT+o1Lq/9j2+58B/i2w2H7o15VS/7GL4+wa5UqF23OzzMzfJVddBwfOD5/m2vAkWVcbIyCusfzcxes8x3XqfpMbq1sacnzXI2G7G7NXqWKBVUqBIBZYACEwTRNLmFhmPIu1bRtPmNji/2fvzWMkSc87veeLM++6q8/p6em5h3ORHJIzpDTiIZnULkUC9tqS7DVsQwBtYOVdL2wYkg0I2AUM7MKGsfJCayxFUdJK1GFTkkWKIx4Sh9ew5766Z/qu6qO6jryvyLjj8x9R1VPTXd1V1ZVVmVX9PcBgKqsjI96KzIhfvN97pd6sZVhkdJOMmcEyLEzNwNZNLN0a+iSsYWf/6BS/9Oin+Pszx/mr55/jmcef4uknPty3KWd3FQ/gRz6vzL9Lwcrxgal7b7ptIiWL3Spna1dY7FavZV5PZu+cntdxHHPh0kVOnz/HQquMZms8MH0PD4zePXR5LBP5USbyabOjeq/F2coslVaNb7/0PDk7Hcjz4N33cvjAoR2fnJckCV3HWfaIWzSaLcqNKo7fww19YhmDLsjZGYq5Ikfsg0zmxhnLlHbd92xdcRZC6MDvAL8AzAGvCCG+IaV897pN/1xK+evbYGNfqDUanL84w8W5K9TdFrqtc9f4Ae4fu5u8qQr1b0bOyvChwx/gQ3yArudwtjqLJ0N0oWPrBrZhkzFtbN3E1le8VwtLv3O912Eha2f5B49+kuMXXucnb77EUq3CL/7sZ/rS6lEIwX1jR3m3do4fXX6dgpnl7tH3Z4nfaT2v10JKyWK5zMnTp7hSnccXIYdG9/HI+L27ItdhPDfC03c/CUDL7XCmMsNSp8b3XvkxWTvDRHGMh46mQj0xNtZXoZZS0nN715amG80mlUaNjuvghh5hHIEBGdOmmMmzvzTJZG6MiezorkzqvJ6NeM4fBc5LKWcAhBB/BnwRuF6chw4pJeVqhXOzs1xenKPpdbAyFvdMHuGBsSM7knSxlyhk8nzo8KODNkOxCTRN4xP3P8XU4gSvXj7BH3/rL/jiz32OqYnxLe9bCMFD4/dxonqK786+yBcf+CTT+fE7ruf1zWh3Opw8c5rZq5dpBh3GiyM8Nfrorg2bjWSLfPRI2ue/43U5U5llsVvl7177CVnTZrw4xgN338uRgweZHJ/YtFB7npcuTbfbaYvcRo1mt40begRRiNTBMk2KVoGD+VGml4V4Nzzk3A4bEedDwJVVr+eAj62x3X8ihHgWOAv8cynllTW22RGSJGF+aZHzM7NcqaQJJ5lshgenj3Hv6OH3OuwoFHcID+y/h4n8GM+fO86ffOcv+Y8+9nM8dOy+LccOdU3jkfH7OVk9zXPnf8IH9z3MbGv+vcxrO0dOL5I19nbm9Wr8IODMhfOcnb1wreXmk8stN/fKakExU+Cpu9Jcg67vcLY8y4JT5fk3XiBz0ma8MLIs1IeYHL+x6iMIA5qtdlrC1G5Tq9epd5q4oYsfhmnClmlQtHPsz0wykR9jMjtGzszsmXO4HhsR57Wu3uvrr74J/KmU0hdC/HfAHwKfvmFHQnwJ+BLAkSNHNmnq+sRxzMUrlzk3M8PV2iJO7FLMF3hs/AGOjhy6Yz5UhWItJoqj/NJjn+H508f51k++x2KtzM9++Okt17VbhsVDE/dzqnaGlxdOULAyjNlF8ndI5vUKKy03T509y9XGEtKUHJu8iwdXt9zcgxTsPB9aHnHbCzzOVGZY6FT44ZsvYp+0GC2UeODIMSZGx2l12tSbTaqtGr3lUkepSTRDSxO2CmNMZkeZzI5RtPN39D17I+I8B6xuj3IYeF9+uZSyturl7wL/eq0dSSm/DHwZ0jrnTVl6C7zA440zJ/npiy/RdRy8JGC0UOLh4r0cLE7f0R+wQrEa27T47KPP8ursCV45+QblepXP/+wvkM9vre9yzszygcmH6UVdilZpT4vRWlRqNU6ceve9lpujm2u5uVfIWRk+eOgRPgi4oce58ixXO2V+/PZLmLqJbugIQ5CzsozmioyNH2IyO8ZopjR0iXGDZiPi/ApwvxDiHtJs7F8B/vPVGwghDkgpF5ZffgE41Vcr12GussDzr75AxWkwlR/lyZGHt9TyTqHYywgh+Mixx5ksjvHSpbf447/9Ol949rMcmN63pf1mDLtvIzJ3C07P4Z2zZ7lwZZaG26ZUKPKx0QfZX1D3n6yZ4fFDD/M4D+OFHgvdKnk7y5hd2lXtjwfFuuIspYyEEL8OfIe0lOqrUsp3hBD/EnhVSvkN4J8KIb4AREAd+K+30eYbuPfgUT7/1M/DK9/jgX3HdvLQCsWu5Z6puxjPj6waP/kJHn/wkaGqYR1W0pabM5yZOcdSu4aZNXl43719b7m5V8iYGe4ZOzxoM3YVG6pzllI+Bzx33e9+a9XPvwn8Zn9N2zhCCPaPTGGhsq8Vis0wkivx+Uc/xQ/PvsJ3X/whC9UlPvP0s3fUIJTNsGbLzYmda7mpuHNQV6BCcYdjGiafefgZ3rpyirfPnqLSrPPFZz9LqbRzrSR3A41mk5NnTnFxYY5O5DBZHOfRsfsYyajzpOg/SpwVCgVCCJ488gjTxQl+PPMKf/y3X+cffuLnuftw/0bl7Va8ay03Z6n1muTyuaFouanY26jgiEKhuMbBsX18/tFPIwL4+ve/xctvv0GSJIM2ayDEccy5mRm+++Mf8PLpt2glXe6fOsqnDn1ECbNi21Ges0KheB95O8fnH/s0Pzn3Cj947acs1sp89hOfwrbujJjqtZabZ05zpXJ117XcVOwNlDgrFIob0DSNZx/8GKeunueN2XeptRp88ZOfZXx0d7ae3Ch7reWmYveixFmhUNyUhw/dx0RxjB+ee4mvPfeXfO7jn+L+o3uvXNEPAs5eOM+Z5Zabds7myX0PcmTkoCqNUgwEJc4KheKWTJcm+KXHP8P3Tx/nr3/4HT5W/SAf/+BHbuiXvBtJkoRLc1c4de4sc/VFpAn3TB7mofF77rguZ4rhQomzQqFYl4xp84uP/hwvzrzJ8bdfY7Fe5fPP/jzZzPDGYKM4xvM8PN+/9n/X9/B9H9f16Lhduj0Hx3dxE499o1M8ege23FQMJ0qcFQrFhhBC8My9H2SqPM4rl9/mj7/1db747OeYntrZVpVJkhAEQSq6vo/nLwvvsgD33B5tp0PP8wjjkCiJieKIKI5JSBCaQAowdAPbNMlnczw+olpuKoYLJc4KhWJT3Dd9N5P5Uf7+zHH+9Lt/xaef+hkefeChvrT9jKLoPe92xetd8Xw9j3Yv9XaDKCSMQ8IkIo5j4iQBAVJINF3D1E1s3cK2bIqaSdawKFh58naWrJEhZ2RUf2fFUKPEWaFQbJrR/Ai/9Pin+cGZl/j28edZqlf45Ec+jnGTtp9JkuAHwTUv9/rlZsft0Xa6uP6KtxsRxjHxam9XA1M3sHULyzAoWAVszSBvZSlaBbKGTc7MYhuWSuJS7HqUOCsUitvCMix+4ZGf4fWL7/D6qbepNGp8/LGnCMIQz/dwfR/PXfF2u4RxlHq7cUScrHi7EjSB0DQs3cAybDKWjaUXyOoZ8naWgpUna9hkTVslaSnuGJQ4KxSK20YIwYfveZSp4hgvXHyDv258B00IJIDGNW/XMixsw6RoFbA0k7yVo2jlyJkZskZGebsKxXVsSJyFEJ8Dfpt0ZORXpJT/6rp/t4H/AHwYqAG/LKW82F9TFQrFsHJk8hBTI+PMNK6SM23ydo6Mni4zG9ruL7lSKHaadcVZCKEDvwP8AjAHvCKE+IaU8t1Vm/0a0JBS3ieE+BXgXwO/vB0GKxSK4SRrZvnA9H2DNkOh2BNsZB3po8B5KeWMlDIA/gz44nXbfBH4w+Wfvw58RqiJ7QqFQqFQ3BYbWdY+BFxZ9XoO+NjNtpFSRkKIFjABVPth5EaJ4xg/8HfykAqFQqHYowxyIttGxHktD1jexjYIIb4EfGn5ZVcIcWYDx98YgoPYe6Cf4G4gSrIYmjtoM/Y86jzvDOo87wy78zwnf/Ab/6aMJOzjPu/eyEYbEec5YPXE9cPA/E22mRNCGMAIUL9+R1LKLwNf3ohhm0UI8ap0o6e2Y9+K9yOEeFWG6lxvN+o87wzqPO8M6jxvjo3EnF8B7hdC3COEsIBfAb5x3TbfAP6r5Z//EfB9KeUNnrNCoVAoFIr1WddzXo4h/zrwHdJSqq9KKd8RQvxL4FUp5TeA3wP+SAhxntRj/pXtNFqhUCgUir3MhuqcpZTPAc9d97vfWvWzB/yn/TVt02zLcrliTdS53hnUed4Z1HneGdR53gRCrT4rFAqFQjFcqH55CoVCoVAMGXtCnIUQnxNCnBFCnBdC/Mag7dmLCCHuEkI8L4Q4JYR4RwjxzwZt015GCKELId4QQvzNoG3ZywghRoUQXxdCnF7+bj8zaJv2IkKIf7583zgphPhTIURm0DYNO7tenFe1F/1F4BHgV4UQjwzWqj1JBPyPUsqHgaeBf6LO87byz4BTgzbiDuC3gW9LKR8CnkCd874jhDgE/FPgKSnlo6SJxSppeB12vTizsfaiii0ipVyQUr6+/HOH9CZ2aLBW7U2EEIeBfwh8ZdC27GWEECXgWdJqE6SUgZSyOVir9iwGkF3ug5Hjxl4ZiuvYC+K8VntRJRrbiBDiKPBB4KXBWrJn+TfA/wwMrnfgncExoAL8/nII4StCiPygjdprSCmvAv8HcBlYAFpSyu8O1qrhZy+I84Zahyr6gxCiAPwF8D9IKduDtmevIYT4PFCWUr42aFvuAAzgQ8D/LaX8IOAAKmelzwghxkhXM+8BDgJ5IcQ/HqxVw89eEOeNtBdV9AEhhEkqzF+TUv7loO3Zo3wC+IIQ4iJpiObTQog/HqxJe5Y5YE5KubIC9HVSsVb0l58HZqWUFSllCPwl8PEB2zT07AVx3kh7UcUWWR4B+nvAKSnl/zloe/YqUsrflFIellIeJf0uf19KqbyMbUBKuQhcEUI8uPyrzwDv3uItitvjMvC0ECK3fB/5DCrxbl021CFsmLlZe9EBm7UX+QTwXwInhBBvLv/uf1nuHqdQ7Fb+e+Bryw/2M8B/M2B79hxSypeEEF8HXiet+ngD1S1sXVSHMIVCoVAohoy9sKytUCgUCsWeQomzQqFQKBRDhhJnhUKhUCiGDCXOCoVCoVAMGUqcFQqFQqEYMpQ4KxQKhUIxZChxVigUCoViyFDirFAoFArFkKHEWaFQKBSKIUOJs0KhUCgUQ4YSZ4VCoVAohgwlzgqFQqFQDBlKnBUKhUKhGDKUOCsUCoVCMWQMbJ7z5OSkPHr06KAOr1AoFArFjvPaa69VpZRT6203MHE+evQor7766qAOr1AoFArFjiOEuLSR7dSytkKhUCgUQ4YSZ4VCoVAohgwlzgqFQqFQDBlKnBUbR0oILkLiDdoShUKh2NMocVZsnPAqNP8C6l9NhVqhUCgU24ISZ8XGcV+HYBa634fey4O2RqFQKPYsSpwVGyNcAv9s6jFrJWj8AcS9QVulUCgUexIlzoqN4b4B0SIYE2A/DFENmn8yaKsUCoViT6LEWbE+UR38U5C4YEyDXgDzCHT/Drwzg7ZOoVAo9hxKnBXr474J4SLoYyD09HfWUcCE+lcgiQZpnUKhUPSdbuhxvlUhSuKBHF+Js+LWxG3wTkLSBmPfe78Xerq8HVyE9jcHZp5CoVBsB+dbFV5cmqEVuAM5vhJnxa1x34Rwftlrvq4VuzEGxn5o/2XqWSvuSMIkpux2ONNcouJ2Bm2OQrFlnDBgtlOjGbqEA/KcBzb4QrELSHqp1xy3IPPQ2tvY90HvxXR5e/p/BSF21kbFjuNGIXXfSf/zHCqegxsFdEIPIeDXHvoElqZuLYrdy4V2hZrnkAywn4O6ghQ3x307bTxilEBYa28jLLAeAPct6P4Yis/urI2KbUVKSSf0l8W4R83r0vB79KIAJwoI4ghdaFi6jqFpLPY6vFW9ykem7x606QrFbeFFIbOdKk7kUzAzA7NDibNibRI/Fee4kYrvrTD2QTQPzT+C3JOgl3bGRkXfiWVCy3eviXHF7dAOPXpRQC8KCZMYS9OxNJ1RK0POsDC0NElQSkkn8HipPMuHJ+9C01TUTLH7uNCpUPW65A0bY4DfYSXOirXxTkJ4BbQCaPattxUiTQ5zX4TGH8HkP9kZG/cw9Xod27bJ5/PbepwgjmgEPepe6hVXfQcn9HFCHy8OiWRCRjexdJ3JTJ6sYaKLtW9YQgims0UuduqcaZV5eGz/ttquUPQbP46YaVfphj53FcbohP7AbFHirLgRGaaJYHENrPs29h4tC+Y90P0R5J+F7GPba+MeptfrsbCwQK/X48knn8Q0zb7t240C6n6Puu9Q9RxqXhc3CumGHn4Sg5TYhkFGtxizc9i6gdhEHsGIlcXUdY4vzShxVuw6ZtpVql6XnGFjLq8IDQolzoob8U5DOAcim4ruRjGPpF3E6l+BA/87aDeJUytuipSSSqVCr9ej2+1y6dIl7rtvgw9Ia+yrE3rvibHr0AiW48WhT5jEaEKQ0Q3yps20YWFq+qbE+HqEEOzPFrnSbTLnNDicH7vtfSkUO0mYxFzoVGgHHofzo4M2R4mz4jpkvNyqs7zcaGQTCA2sh8F7DVp/AWO/ui0m7mU6nQ7tdhspJYVCgYWFBQ4ePEgul1v3vbFMaF6LFztU3C6da/HiYDlebGBpOmN2ltw2xdRGrRxXtRYvLMzwy/d9uO/7Vyi2g9lOjarbJaubWPrgpXHwFiiGC/8chJfTLGytsPn3GyNgHoL230DuE2Af6b+Ne5QkSahWq7iuSyaTwTRNPM9jZmaGRx999Ibtgzi65hWnJU1dnGWv2ItDYiQZYWDpOlOZAlnDRLtJvLif6JrGtF3gfLtMw+8xZq//YKFQDJIoibnQSr3mg/mRQZsDKHFWrEYmqdccLoJx6Pb3Yx1LPe/678L+f5F61Ip1abVadDodhBBYloUQgnw+T61Wo16vkykVloW4R813qHpd3CjACQP8OAQhyGgGtmEwnslha5uLF/eT8WyBRa/L8aUZ/sGRGx8sFIph4lK3TtnrYOsG9hB4zaDEWbGaYDZtx4kO+haeHoUJ1kPgn4Du96D42X5ZuGeJ45hqtYrnedcytJ04pGVKWoR8/9QbRNMl3CTCCX2CJMbQNCzdoGBaTOeKmEIbmBhfj6XpjNs53q5f5VMHHyBrqPwDxXASy4RzrQqtwOVAdnjKQJU4K1KkBPf1Za95euudvoxJiCah8eeQ/QgY4/2xc49Sr9dxHAfDMEh0jTfdCq3II0xidBFRdMBtJMhClnE7R86w0Ie8jngqU6DuObxSucyzB24vqU2h2G6udBtU3A6mppMx+lcZsVWG++pW7BzhFfBngCTto71VhAD7wbQFaP33t76/PUwYhtRqNXzfR7Mt3vFq1AIHPYgYi3SmjSwl02a/AwcyBYpWZuiFGSBrmBStDK9VLhElyaDNUShuIJEJ51plmkGPcWsTlSk7wPBf4YqdwX0jLYPSp/rXH1uzwT4GvZfAeaU/+9yDVKtVer0e0tA4HTapBw6FUDBt5CiZNpZhIjImRAnUu4M2d1NMZwt0Q5+T9auDNkWhuIGrTouy20EXOjlznWZLO4wSZ0W6lO2fS5uPGBP93bdxKM36bvwBxIMZvTbMeJ5Ho9GgF/jMiN41YR4zM++PH+saWDq0ehDunvnZBcPGNgyOl2dJlPesGCISKTnXWq4osAbXQ/tmKHFWLMeaF0Cf7H9mtdDS1p5RBZp/1t9973JWGo60nS6zokcjdNcW5hVsM80NqLZ33tjbRAjB/kyJitvlYqc2aHMUimss9Fosuu20KmLIvGZQ4qyIamlHMOmmSVzbgV5Iu4d1vwv++e05xi7EcRzqzQYX/BZtGd5amAE0AbYBHR96g+v5u1lG7CympvHC0sygTVEogPTB+FyrTN13GLOyQ1PlsJq+ibMQ4qtCiLIQ4mS/9qnYAdw3IFoAfQLENvaStY4COtR+F5Ldsyy7XUgpmV9a5EKrQkMEFKJ1hHkFy0hFutqBXbJMrC0PxLjUrbHU2z1ev2LvsuR2WOi1QEJhCL1m6K/n/AfA5/q4P8V2E7fAewcSJy2f2k6Eni5vBzPQ/tb2HmsXUGnUOVuZp5y4FBN9Y8IMabJexgAvhI63/Yb2iXE7Bwh+qrxnxYCRUnK2tUTd7zE6pF4z9FGcpZQ/Aur92p9iB3DfTGPN2iiIHSh5N8bT2c/tv0iT0O5QeoHP6xfPUvO65NA2v6xm6GmCWK0D8e7wng0tHTl5qrlIN9g9DxWKvUfVc1jotUikpDSEiWAr7GjMWQjxJSHEq0KIVyuVyk4eeuiQUrJQ6RIN6uaaOOnM5rgF5g6O9rPvT7PC67+XJjfdYXhRyAuzp6h32xgSRu385p/chYCsCVEMjd1TWjWZKRAnCccrs4M2RXEHc65dpu4Nt9cMOyzOUsovSymfklI+NTU1tZOHHjqqDZdTMzXePL00GAPctyC8mg6qEDvYFUdYYN2fHr/3ws4ddwjwopAX5s9TrVbRwphiZgs3B11L48/N3VNaZesGo3aWN6tzBCrvQDEA6p7DXLdBKGNGhthrBpWtPTAWqg61psfp2QZOL9jZgyceuCcgboC+g17zCsZ+0EtQ/w8Q7x7Pbyt4UchPl2a4Wl6CMCJr2gh9iwl4u7C0aipbxI1C3qhcGbQpijuQc+0ydb9HyRxurxmUOA+Ebi+gWmujJ21E4vPG6fLOGuCdTNt1imLaxWunESJNDoub0PijnT/+DrMizLONMrobkJM6mtWHGP9KaVXXB3d3lFbldJO8afFS5aJqSqLYUZp+j8vdBkEcMWYPV6vOtehnKdWfAseBB4UQc0KIX+vXvvcaF6+U6bYrWMIhrzW5OjdHo7VDHqQM00SwuLazsebr0XJg3QPdH4D7zuDs2Ga8OBXmmXYV3QkooqMZeiqs/cAy0oedSmdXxPCFEOzLFGn6Lqdbd25SoGLnOdeuUPcdSlYGbQNec+RL/JogTgZzXfUzW/tXpZQHpJSmlPKwlPL3+rXvvYKUkoWFRebn5wlDH8MwsSwDkTi8+PJb1Go15HbfYL13IZwDkQdt80+Pff2emneBloH6VyDZ4aX9HcCLQ366OMNsp0oShIwnOiKSaRvOfnGttCqAzu5oj1qyMti6zvEllRim2BnagcflTg1/g15zHEraSzFBXdBzwh2w8EbUsvYOEccxV69eZfbSVdpOiKHpGKaNZWfRzTytbsiJk+9y/vx5gmCbhEpGy01HKrflNS/6Gs9VLX7a0PD6sSIpdLAeTh8WWn/Vhx0OD6uFOYgi9sUmIozB1Po3WGSF1aVVu2CpWAjBvmyJeafFlW5j0OYo7gDOtyvU/B4F00Zbp0VxEqfC7HckSdRnh2QTKHHeATzP49KlS1QqFSrNkDgxyGTfGz5fyBkEMkvbM1hYWODtt9+mXC7334v2z0FwBYQNWn5Tb73sabzc0nHCDu92enyzLLniia2vpBojYByE9jchmNvizoYDLw45vjjDTKdKEMccMHJofphe5eY2dGETAjImhPGumVo1amfRNMELixcGbYpij+OEPhc7NdwoYNzK3XJbmUi65QS/I5GJRNuB9g83Q4nzNtNut7l06RL1ep2OExFJG9PgffN4dQ0KWY2mo5MrjhGGIWfOnOHMmTO4bp+WKmWSDriIyqBvvBuYlHC+p/NaSyeMWtxvV/lwoUMYOfxdJeR4S+Bv1Vmz7wUSqP/uroib3ooVYb7QqRLGMQdyRXTHhyDaHq95BUPfVaVVutCYzhQ5365Q95xBm6PYw6TfsS5F49Zz0KWUODWJ20qIQ4mVE9t2uW6EvSHOUqYDFYboxr4ycWhubo5Wq4WmaQQyQxTFZKwbty9kBAhYrIWMj49TKBQol8ucOHGChYWFrWe2BjMQXAL0tIxpQ38DnHIM3u5oiKTOvXaDvGGQ0xM+VHA4ZLZ5t+3xzbLkqr+Fb7EwwXowjYd3//729zNg3vOYa4RxxIF8Cd2LwF+OWRnb2LscVpVWdbb3OH1iIpMHpGrpqdg23CjgYqeGEweMZW7tNbtNSa+ZEAWkwtyvpM3bZG+IczALrW+A88NBWwK8F19eWFig0+mQyWQwrCxdN0ETMZZ542nXNChmBPV2RM+LyeVyTE5OkiQJ58+f59SpUzjObXoYUkLv9bRlpjG1Ie8tkfBmx+CUA2ZS5ZjVIWu8t8YjBNydDflgvo0f9fhuOeR4UxDc7jOEMQX6ODT+JC2x2mWsFuYgDjmQH0GXAroeBHG6nL3dj+HXSqs8cIc/wc7UdMbtPCcbV+lFw2+vYvdxoV2l4nUp6DbGLbxmr5Pg1BJCV2JkJJo++BrovSHO1j0glrN+vbMDNWV1fNnzPAqFArZt0+wmBGFMGmpe+4PPL3vPV8pp72Fd1xkbG6NYLFKv1zlx4gRzc3PE4TJceQAAIABJREFUcbw5o8LL6QMMgD627uaxhFfbJhd6kqwsc4/tYN/E6ysYCR/Odzlgdnin7fE3Zcn87XjRQoD9UNpWtPYHm3//APHj6EZhFlo61tEPU9Hcbq95hWulVe2hWkm6GZOZAmGc8Er50qBNUewxvDhkpl3FCf1bes1BT9KtJAQ9iW6DsYbzNAiGw4qtIgRkn4C4B9X/C6LBeF6r48txHFMsFjEMgziRtJwYkhDbuvkpX/GeG50Ix31PgLPZLJOTkwghmJ2d5Z133qHT2cTS5bWxkOt7zUECx1smF92YEksctX3MdTpZCQ3uyQY8mW/jRg7fLYe81NQ270VrGbDuhd5x6L22yTcPBj+O+OnihRuFOU7A8SBK+ls6tR5i2XveJaVVWcOkZGV4rXqJaBdkmit2D7PtGlWvS86wMLW1r8HIl3TKMX5XoptgWoP3mFfYG+IMy3HL+9IyodrvgNykd7kFpJSUy+X3xZcLhQLa8jJK20nwg5iMybot4/IZgbbKe15B0zRGR0cZGRmh1Wpx8uRJLl26RBStk/wTzqdZ2oRgTNxyUzeGF5oWV92QSbHIXZnolgkU11M0Ej6Ud9hndjjRdvlWGRY360Wbh9IGJfXfh2S4u175cZQ2GOnU8FcLM6TC7EfpE9cmzmFfMFdKq7q7orRqOlukGwacqF8dtCmKPUIQR1xoV+iEHuOZtStT4mi5ZKor0XQwhmys894RZ0hbUWY+kHbAav4/O3LIlfjy4uLitfhyPv/epCEpJc1uTBRF2Pb6QqVpUMgKmp2Ibu9G4bVtm8nJSQzD4NKlS5w8eZJms3nzsiv3jXQs5DpeczcS/KRpUfZ99uuLHLCTDXXRWcv+Y8tetBM6fLsc8nJLEG5UI4SWtvaMytD8s00ff6e4JsztKn4ccjC3SpijGHoBxPHOes0rXCutiqAx/JnQecMia5i8uDSrWnoq+sJsp0bF65A1LKw1vOYklnQWU2GWQmJm13ecdpq9Jc6QJhaZR6D9DXBe3tZD3Sy+vJqeJ+n5MZaebNgLzdsCTbvRe15B0zRKpRLj4+M4jsM777zD7OwsYXhdJ5uoAt4ZkH4qzjehEQp+0jKp+y6H9EX2WdyWMK+maCR8uNBl2uzwdsvjWxVYDDa4T72Ydg/rfAf84cvkXVOYV3+23WWvuZ9tOjeLoacedMNJ65+HmLQpSZGq1+VCpzpocxS7nDCJudCu0A49xu0bY81SpjFmryORscTOiqETZtiL4gxgHUubbNT/PQTbs1R2s/jy9TSdmDBcu3zqZmgaFLOCVjems4b3vIJpmkxMTGDbNnNzc5w4ceL9LUDdNyCaB30i9UjXoBJo/LRp0vYdjphLTFpa376omgb3ZgOeyLfpBA7fLke8ulEv2joKaFD/MiTDIy7vE+ZkDWEOojQRLIm3p+HIZshYaVJYbfhLq0asLIamcVyVVSm2yKVOnYrbJaOZ2Pr778lSSpzq9bXMwyfMsFfFWWiQeRwSN00Qi9f2QG+H9eLLqwkiSceJ0YjWLJ+6FbnMsve8dGvbhRAUi0XGx8fxPI9Tp05x7tw5/F4FvFNp9rOxdtORq57Giy2DXtjhqFlh3NS3pdqnZCQ8VegypXd4s+XxXEVSDtY5H8JIs7f9C9D52/4bdRv4ccTxpRlmV4Q5e50wS5kmYQXLXvOgL3pNpNnbHXfoS6u05Zaelzp1FnutQZuj2KXEScL5dplW4DK+Rob2tVpmbzhqmW/F3hRnSBPEMk+kJUSNr/SlrGS9+PL1NLsx/jWveXNfAk1AMSdoOzGtDTReN02T8fFxcrkci4uLnDr5E8o1B6mNpz2sr2PW1XmlrROELY7ZVUZMfbMmbgpNg/tyPk/kO7SDHn9bDnltPS9aH0+7mbX+Xwh3eKzmdawI80y7ireWMENaNuUtf1aD9ppXsI30c60O/9SqMTuHJgQvLCrvWXF7XO7WqbgdLF0no5vv+zd/pZa5Nzy1zLdi74ozpJ2w7Puh+6M0frkFNhJfXk1yrXwqumX51K1YiT3PlTeWtSyEIJ/PMz2Zw5KXmF2c4PTCQ7j+e0IhJZxxdN5sa8iowTG7TsEwtlWYV1MyYp4qdJnUO7zR8vjbKlRuFosWIv38pA/1rw5MXIKNCLOU0PHSJCzj9tt0SgmBL2g1dFynD5enEGnnMNdPY+FDjKFpTGYKnG4u0Q6G21bF8JHIhHPtMs3AvSHWHLqSzkotcwaM27wn7yTDb+FWMQ6ly7rNr4F3+rZ2sdH48vve00vw/RjLlLedXCUElHKCjhPT6m58bFlev8B08SoZW1Jp5zgxO8pCLUMUw8muwTtdgRbXuNduk1vn79gOVrzox/Idmr7Dc+WIN9qCaC3t1Wyw7k/7gveO77itwbVyqVsIM6TZ2Vto07kiyu2GQath4DmCdl0Q96NNtrl7plZNZvIkJLyoYs83EIYx9ZbH5YU2V8sdkkGNSxpS5pwmZbeLIXSyxntJPlGwPP7RGb5a5lsxwJkbO8RK5yn3Faj+W9j/v4ExuqG3rvTHrlardLtdDMMgl8utm0BwrXwqjsllt/ZFyNmCTk9ypexTyhvrHlvgk5Hn8UODjJ3DsjxajsXZqyVO1LJ0sj1sY4m7Mz2sdZqLbDejy170BS/ktWaWOc/mmTHBpHndTcc4kCa21f8wzSXQCzti3/uEOVoj+WuFJEm90jBeXkbe+GcuJYSBoOfohIGAOMHQInRL4rgGTltQGt/iTXiltMrx0+ztieLW9reNWLrBmJXlzdocnzzwANYAHh6HgSSROG5ItxfQ6YV0uj4dJ8APYzw/xvMj7j5Y4kOP7MMalhDKAEmk5GyrTNN3mMy8d3+II0l7uWRKaMNXy3wr7oxvvtDBfgLcl6H2b2H6N9OEo1sQxzHz8/M0Gg1c1yWbzd5yGXs1ri/peTGGFmMaW1ucEAJKeUGjE9PsRowVzVtun+EcImnjxgdA6GnsuhAw52q4PYNSL8PkaA4jEwCDf/LWNXgg5zMVhpx1czy3lOHxEZPHCgnXQkJCpHOf3Zeh8TWY/G+33a5rS9nrCTOkohcst+nUN/Z530yUTStBW44yWFFCr6uRL8XoW71SV0qrmg6UcsMTE1+DqWyRM80yr1Uv88z+Y4M2Z0fwgzgVYif9r9X1UxEOIoIgJo4lhiEwDI1sRsfQBecuNWh1fT7+5EGK+V2kOtvAQq9FuddGE4LcstecJJLO8lxmkJhDWjJ1M+4McQbQs8sNSt6Gxp/D+H9x0009z2N+fp5Wq0UYhhQKhXWXsVfT7MYEYUzRhn4Ec7OWoK1L5so+o4Wbe8+CkCznCCJBTNpDO5RwKoKmFjJptylEOdqN/QRukdHxMnZmOGJ7Y2bCU3qX817Eq40sV1yLj48JJla8aD0P5lHoPg+FZyHz8LbZsiLMFzYizHGSinOUpN7pOkgJQSBwbyHKK9h2TBBqdFsaIxN9WI7OmND10+Xt/RtbPRoEWd2kYFq8VLnIx6aPrlkJsZtZ8Yo7TkCnF9Du+nR7IX6QesRRnCAAw9AwdY3RkoVlGmjXZRZnMwYLFYfvHb/Exx47wKF9w7sisp1IKTnbXKIe9Bi30pVNKdO5zF47ncts5XeXMMOdJM4AxiSYd0Pnm+kM4fzTN2zSbrevTZMCKBaLm7o5hJGk3UvLp8w+NVBfiT03OjHNTsRYaW0RyHABkTRxo0kQBp6EUyF0koj9ice4AcJ0iaMAz8tTXjxCsdSgNFJD0wcfi9Q1eDDnMR2EnPFyfKts80TJ4NGCTL1o6whEi+mAk/3/CrT1xXCzbEqYYXnqVAi6uGXDkc2I8gq6BpaZ4HY1CiXQt/rnatp7pVVj+TRRbAgRQjCdKTLbqfFuc5FHxw8O2qTbRkqJH8Z0nICuE9JxfFrdAD+IcP20B0KUJJjLQpzPGti2ga6tLyYZ2+CuA0UWyg4/em2Ox+6f4pF7J24Q8b3Oottm0W0jEBRM+4a5zPYuFGa408QZ0gYlSSttbmHeBdYh4Pbjy9fTclKvOWP1tx1c1hJ0dMlcxWO0uJb3HJPhLGEkiZjESVKP2Y0jDkmXkVUXu27EZHNtgiBDqzmJ5+aXvejewEtzAcasmI8YHc55Aa80csy5Fs+MCcZNPW3t6b0Orb+GsX/U1+Nuaikb0hhzz0/HeGXXFrrbEeXVZJa9505LY3SyDw9QtpFmlFfacGh88LXYN6FkZbB0g+NLM7tKnOM4oeuGdJ00VrziFQdhhOfHhFGSRmlMHdPQKOQyWObtN/4xdI3D+wtU6j3eOL1Es+PxkUcPYA+ibewAkFJyrlWm7vcYNTMIIXCbCb3Gci1zfiu1zBJbG1z72ztPnIWAzGPQewmqvw37/gUx1m3Hl1eTLCeCJXGEne3vUtyK91zvJNTbIRMj7285ZnMRLanTDSdoS5NTEYRxyF3So6BpN9yDNQ0yGY/YDPDdPJWluygUG5RGa+j64Dty6Ro8lPOZDqL3edEfKIyiGweg/f9B4Zl0UEYfSIV5lplOFXcjwiwldJcbjug3lk6tZF+7vetE2U7QNlFSrmlgWQmeoxGNgLFVZ3eltKoXpF5/MbvFHW4PQgj2Z4tc6ja43KlxpHjroS2DQEqJ5y/HinsB7W5A2/HxlxO2wighThJMQ0fXNfI5A9syMDaYl7BRhBBMT+TJ2AGzcy06TsDTTxxkrJTp63GGkYrXZd5pIaWkaGXwuwnd6uq5zLdzriVFvcI+6wzZ7AIiuRu4efvj7eLOE2dYblDyOLiv4S1+lXnvc7Ta7duKL6+m00vwghjLkNsSJ8tYAkOXXK34jJfMVU/bCVlOE0URS8kUZ2NJHIUcwSO/jhLoekI23yEIbNqtCTw3z8hYhWyuOxRO1bgV8xGjy3kv5OVGmtH99Mj9jMfHofYV2PdbW/b+3hPmysaEGVJRdgNIJGTf+770S5RXk7FigkCj29QYneqD92zqqf21DuTtnZ+atUFG7CxGr8kLSzNDIc5RnNDtpbHibi+g1fHpeSux4pgoTtA0galrmKZGsWBhGv1rh7sepYKFbekslLt8/8VLPPXoAY4cKO7KJd2N8J7X7DBqZYg86JSXa5mt26lllhT1MvvtM4wac+T1GjIOkUkN2PnExD0hzlJK/DhhU8+Jeol28iSLV+v05BvE+tFNx5evt6HVjYmimNIWy6duxkrmdr2dUGuFTI6m3rPFHLqscTGY5HRkIpKAu/HJblANhADb9jGNNBZdLR8mX2gxMlbBMPpRaLs1DE3yUM5jKgg56+V4LrB5uvgwx9y30bo/gOKnbnvfK8J8oV3BW2uIxVqs0abzRlGOMbRkS6K8gqaBbSV4PY0o7JP3vFJa1XRgfDgTiXShMZUtcqFdpeZ1mcjsTAkdpNez60V0eqtixU5AEMS4fkQYxSQJmIaGoWsU8ya2lXrIg8S29DQOXXF44Y2rNDsTPHr/5KZGv+4War7DVadJLCV5Mu+vZd7ABMD3kJT0JfbZpxkz5snrNQQxvXiUJI7I3mQuwXazJ8S54ff4yVKdfbLIsYLGpJnc0pmSEiqtDNXmUcKwzGT2B/jZLxBpt3+T8gJJ143RxdbLp25FxhQYRuo9T4yYCAE5TlHzA94O9mEkPncRYt9GDbOmS7K5LmFo4XRH8b0cI6MVcoX2UHjRE8te9Dk35AfNIm52mvtqXyOb+xDoI5ve3zWPuV1JY8z5DQgzpC06/fShRRoagbc9orwa24rx++k9r55aVcrdVuOUnWDCzrPU6/DTpRl+6e7Ht+04YZRcK2Xq9kJaHY+eF+EHMX4QEcUSXU+9YsvUKO2wV7wZdF3j0L4CtabL22crNNs+H31sP9kNVBPsJs63KtR9h6KWoVNObqOWWTJiLLLPOs3oNVFO6CWjeMkIILCobeNfcGv2hDhnDZOSFnOuFXC2FzFhG9yXFxzJxGSuu9fGsWC+nqXRsXB9g5w9iWnMYMfP0dT+MQm3J9BNJyaMYnK30Ud7MwgBIzlBrZ1QbYUcHKnQia/yrj+FlUQcJsLawtO7EGBZAYYR4ns5atWD9HpFRsbKWNbGu5RtF4YmeTjvUQ1CTnoHIT5Nae7fc9eR/wltE0+4q4XZjUIObFSYl2PNMogIEhO3aa4S5RjTln0V5RVWvGe3p1EIwNjElLObsrq0at9wllaZms64neOdxjyfOfTQtRrWfrFUc7i61KXt+KlXHKTXsUzANNMM6mLBwrbSDOrdghCCybEcGcvg8mKbTi/gmScOMDF64zCI3UjD73HFaeCHMbmulY5/lBudMiUZMebZb51l5H2iPIaXlNixXsbrsEfE2eJY3uRAeIX5RLLkZ/iJa5M3LY5mNY7lEiZNiR9qzFdztHomQaRRyIYYuqAdP86oeJli9De0jP8M2JwXEcWStpOAjLD7VD51K2xTYBqSKxWXYv4NemFIGBY4QtS3ZBNNk2RzDmFo4jpFAj9LabRGodhEiME3L5m0YkaMhIY3Qdx5i3MX/pqn7voso2vMb72e1cLcW/aYjQ0u+0nHI+mEdB2TILG2XZRXYy/HnjtNjbHpPnjPK6VVbRdGh7e0aipboOY7vFy+yCcPPtC3/bp+xPlLTRarXcRyrDhj6YwWLQx9OL3izVLIW1iWznzZ4fsvXeHDj+zjnsMju/5vO9cqU3MdMt0sfkeSRBK7sJ4wJ4waC8ue8gJ5vY5E4iajQyXKK+wJcV5BE4KDdsxB26Eb9bjqm7zbznLWsZiQGUaDHHqoowOlbHgtDyYhSzf+AEXeJh//AEf/zKaO23LSpa+s2d/yqZshBBRyUPcW8L15vLjAAbRtiXeZZoiuh/henkZtP66Tll1Z9uBHEJqaZDpbwo6W8Nzn+NNzRX724CM8Mrb/pl50EEe8WE6F2YlCDm1QmKWUBJ2YZNEjdAVBrGFowY6I8grXMrddjdAHsx9NoXZBaVVGNymZGV6rXOZn9h/D0Ppz27p0tUWj45HNmowWd0+HrVBGhDImp23MZsvUuWt/gaVqj+NvzdPoeDzx4HTfs8Z3inbgcqlTw2tI8j2DOGSdJiMJo8Y8+60zjJgL5LUaSHCSMfykyLCJ8gp7SpxXUzAkDxoBUewz3xqj5RQoxxLfCthvwQEEJfnevSiQk7jJUbK8TiQO4GuPbOg4aR/tZLl8amc+5JiERbPDYfMM0tXJaGPIbbzQNA2yOYco1PG8ApXFLCPjS+SHIRYtNGL9MA9qp2n4L/LNSxEX2hU+eeABRuz3lwmlwnyRC62NC7OUksCR9BoJdF3MIEZISdaOd0yUV2Pby95zS2O8H97z6tIqx4fCcJbfTGeLnG9VeKt2lQ9P3b3l/TXaHotVhyCImZ7YPUu9gYw4FyzQjjyOWVPsMzcWjtB1jQPTeRptj3fP12h3fD76+AHy2f6GCXaCc60K1ZqH6djEvsDKc5PGKwljxhz77LOMGAvktTpIMfSivMKeFWeAJNHodcaw/TxjUqdg9mhokvlQYyEyKOgahwyNKQ1MAb3kHgzRIh9/j0hMEYv1a9u6boLnR8vlU9ufVBMSc4kOiAr7rEWarSNE1hjF3MbGSm4Fw4zR9Da+l6dePUgQZBkdq6Bpg+0uFml53GSKpzOv4USPcqI+z7zT4ucO3s9Do/vRhCBM4lSY2xV68frCLKUk6KaD2YOeJPETCgSYWkRsmAN7KNEE2HaC5+oEfoLVD4fP1NMEt2obctZQllblDYusYfJi+SIfnLhrS6WKSSKZnWvR7PoU89au6agVyogLwSLNsIfnx7wdXeGBbMQRc2JDK3ZCCMZHstiWwdVyl79/8TJPP3GA6fH8DljfH7qhz7mlGm4dsqG+Zi2zIGHMuMI++wwjxhJ5rUYiNZx4HF8WGHZRXqGvV6EQ4nNCiDNCiPNCiN/o5743SxSatBpTOE6RKDSxbY+SlXC3LnlUiziATxD5vOsFvOjHnAklrUTQjj6ATKAUfRPB+oLX7CaEUbyRtspbxidmljZO4nO/NkdRD+hGE7S6JeQO6aOmQSbrYJg+ndY4laXDhMHgY5VdcQgQfMz4Lg+XpujFAX998S2+dfkEdd9ZFWMOOJi7uTBLKfE7Cc25mOZ8TK8hiQNJzvCwjAg5BLFI24oRQtJt9unyXSmtCiJo9fqzzz4jhGBftkjNczjfqWxpX4tVh1rTRQC57O7wTyIZcyFcoh72MDybQ/o42cTmdG+Bs/4iySZmneezJncdKOK4Ac+/fIVzl+rIAc1K3ywnFhepLHjovo5hiffVMgsSJsyLPJz/Hg/kf8gB612yWoNOPEEjvgtfDr+3vJq+fTOFEDrwO8AvAHPAK0KIb0gp3+3XMTaK72XpdkbxvXRZ085470ti0jXBFDBFgpMkVJOIuVhnXugUdYN75OPca75KIf42Hf0L3OwD9YKErhuhiwhzm6f8uERcooUfR+yLQvbnygRxnowV4jg6XTdLMe9uqw0rrNRFG0aE18tTXrybsfElsvnOwDxKKXSa8m7G5XmOaq9hjTxDxe3yVu0qV7oNsrpJb7mOeS1hllLidyXusqcc+SCExLDB1BOsMEJISbLONLOdID3/MZ5rEHgSK9OHG6uhpR50vQulLAx4nOhalKwslq7z08UZHhjZd1v7CMKYSwttOk7A+Ghm4A9aGyGWCTNhmXroYHgmI0YGDcGUKGHIHrNuBS8J+UD2EIbY2OdmGjpHDpRYrDq8fGKRZtvnyYenMYe0pA6g1u1xeqaG58aUrMy1WmZBzLh5mX3WGUrGEjmtToJBN54kkHl2kyCvpp93mo8C56WUMwBCiD8DvgjsmDhLCU63RM8pEfg2mh5hmuEtBSOvQR7J4SSkLiNqkcYbkU05vp+H7XPI5DgYz6x5Ebe6CUGYkLME2/kF6BJwmQ5hFDEe2BwtXMASHrXwCLYZYhkBrW6BQtZlJ+vldT0mm2/juwWqlUOUghql0SqaNpin8ECU8BjlaPJ3VJOHmcqOMmJluOw0ATiYK90gzLcSZd0Uy6MbfTQZkaAPTcKUbSb4vqTbFIzv78P5XvGeV0qrpoevtEpbHohxpdtgwWlxIL/52vbLC20aLQ/L0nfFHOREJsxGZWphF+EZjOhZNFZESTAu8phSY9FvEsiQx7NHsDc4EEYIwYGpAs22x6nZOs2OzzNPHqSQ638c2vd9XNdlZOT2MsWDMOb4qSs0HBdT07EyAkHMhHmJfdZZSsYiOb1BLA268dSuFuUV+inOh4Arq17PAR/r4/5vSRTFtNqH6PkjRKGNYfjoRoSUqWivhwAmhGRCxDhJTC0YY4ZJJo3jzPkWI+aDTBlZjGX1ixNJsxshkxDLAJlsz7pyC5850SWJYiYCi5LuM2peIYht/KgASIp2m1p3kraTpZjf+WVJK9MhDNMhGr6XYWxiHsMYTE10k8NM8w73ht/gHe1XMYTgWG5ZaBJJkiw3D5GSwAG3BaGbijIibfu3Mv1JSomWROhxAFKSaIIdix9sANuK8DyDoCcx7T49EBk6tFxkIZOWWQ0Zo7rFPPCThXP8x0ef3NR7O72AucU2PS9geixLEg++h/ytSKTkYlyhEnWQPY1RzQaZkFz3Ueex0GWJRb/Nq8kMj2cOk9c2nthXyptYhmCh2uV7P73IRx/bz/4+JsklScLclSvUGw0OHTzIvn2bW/WI44S3L1S4Um/iS5/pbIZJ8xz7rPOUjCXyeoMwsWgFK6K8wtaviUGu9vfz6lvrMeV9f5oQ4kvAlwCOHDnStwN7nseViwK/ewxTb6OLABlAdJvVPjZwEJDeIYyCwyH9Bd5stDiVZBiRMeNJTOLncfwSU4UyZrI9LS5rQmdRGJRkwlERotswnrlMXm8w135s+YsjsYSPrft0nDwZnIHUIWv0MPDxnQwLzj3omo8mgoE4mj3LYiQzz0H32/TC8ff9m5TQC3N0gyJxopPXA4p2Bzvrv2dr8t62QVxAEzG66Q5dnlRiCMrxPkQ7ZCTXn05GUor0b768gKnvTJhksxzTDJbaizx/8RU2mu0gJVR7kySJzlShjGxJhlmaJXBFM2gJnWNJyLhI0l/e4tK+VwouRibnuxc5koSUNvEgaQKHMhoNZ4wfvWCTtxxKdqsv128UZ4gSC10Ladbf5fQ7Abq2sXumlNBwx6nGOZJ8g08XZ5i0F9G1kF44SsM5wlL8MHK7vGRxkLuSwWS091Oc54C7Vr0+DMyv3kBK+WXgywBPPfVU3xRE0zRs8wAdbYT8xBFEH++iIW3uMf8dd+d+zGu9J5mPbC4lAhGMMpJrsO/ueSyjv2IoJcz9/+29Z5Bk2XXn97vPp7flfXVV9/RMT7vxMxgMSNCACy5IkFgSywV3drEkSC49FaGQhC8MRSA2NoRQiB9ollqtgqAYYGApQEuKDFKhBUMEPcxgMBiM9+27TPp89l59eFVtq8t1VmVW9ftFVFRVd+bLk69evnPPuef8j5+i5qYY1rt8d8Wg6qRBBdC9DMJk7uy/Af261nC95fFf/+4dGppgqI+tITKK6DYv4rlNNN1CN1L7vq+3rCQZ8ReMZd/mUncIhRkLe/kOdTdDEGpYekCl0KKUVZiGTbwkuxnX16m3TSp5j/tnuoOS0b4BxfmVJs+/5VApeBTSvek9b3ZDLq4MYxg61gBoq9/KlIJVKVgSBmNszwF1/RS+tCllathZbaAznkrBe0qnLjUmtJBjThp9m/tV4wqe90LejmBaixjawRaTCYzmaqw2czTaWQJpUcquot9FN4aUOlFko+kRxeJ7NFuj+H4eYdS33P5SChpunq40KZVeZj7/JlNmQCjzdMSD6NlTlLW9rTR3XZeR0tyevsad6GUs8FVgUQgxJ4SwgI8Df9zD498Ry7IYm5rHSI/11DEDhOQ5F34cWzN5IvMyH8y6LGg6IjJYdXz+sZ3n1W6GZmT0JAWiFLzlZXjHdSgZHb6vasWOGSC8DKoN+Q/d5JgBClmbmfE8zY5PFPUv9arpOun/upAdAAAgAElEQVTCBE5uBCVDQq+JjPb7Bq9xyX0cJWyK1uu0PIfztQpLzRxCRYwV6iyMthkugmlsfJeWCjqejq4pZkcHY0LXRowWOxQygsv1Us9ScFmnQ9bp4Po2e7Rbc1c4AsoarKBvyzVLJWh081i6TzbjDrxjvqB0lqTGiAg55jjbdswAloCztsGIYfCu1DkfaTu6LoSAcr7JULFGIE2uNqr4we66MZSCIHRQSiObuYShB+SzFzCMLr6f2/La6vo2ae0qR4f/iun8q2SxaKinaVifILSfhD12zP2mZ55MKRUCvwD8BfAS8AWl1Iu9Ov5W7GV01lWzXAw+giFaZLVLpII8s7bHD0x2mE8LrgYGzzWzPNfOcdFzCNXubJEKXnOznPcsRs0O31t1KNpre0cqhPAKiBxkv3vD5y/OlMikTJZq7m7fak8QQuBkyqRL0wjdIPJbRLvdY9glviyx7J1Gp0HbDRFszymv4/o6QagzUuqScQY3AaprivmRLn6Uot7tjcqVEFDK1tCExA8HU6RiFIUUGsvb+Kw13RxSahQzjUEsQr+Jy0rnitSoiIjjtnOtxmUn6AJOWjozlsFlpfOW1G7bp96KTMplpLKMpsNSq0LbTe948RdFNkoa2HYDx27GtukR+ewFNC0iCLIbHlMQ4oglxtLfZjL/EnVT5y33NL79k4T244feKa/T04oPpdSfAX/Wy2MOCqvyMVLROYrib/D9B6hkI2YLNnMCnpSKV1sBL7c0Xus6vOHajFohI5ZHVgu3FXWFSvBqN8tyYDBrd3iqmiGl37BiDa9C1ID8R+44gSmftZmdKPDi68uERdl3eT7TSqGXZug2LhJ4LZQM0c39S3O/1zyBdM4xV/wm0nwQyzTZTtgkJXQ9A1OPmBoezL7fGxkptClkU1yuF8k7l3oiquFYPvl0i1qrgGX429xvl2giRKrtnee7IQPkNFhWBlWCO75aGOm0vQwpq0MqNXgp+hu5IjUuSo2iCHnAtjHvcoDNUUMnheAVH16LBEf0iC3WpDdhmyFj5SWu1ovUugWCyKSQ3t4+tJQaUWQhtJBc5tJNzzFNl1zmEvXmBGGYwjTj2gaNkLx1mbRxFT8w6QQF3hZHeDUa5rgzgmkM5mjTvWLwyjEHFo1L4T8ljJYYzzxPpTKHEHG62dYED+YtTuThshfxnUbI267JBc8ka0SMmz5Vy8e4Q6FWIAUvdfPUQ8HRVJvHKzmsG/WDVQThJdDSkP/+Ta1cmC7x9oUGyzWXkQGQJdR0g3RxEq+9jNdeJvKaaFZmz9XUuh7U2jqEZ3l08s/x5Rt01H3bem7HMwgjwexoG9scwLzuLWgazI92eO6NFPVOilL27jMncfRcp+2m6foOGWfzY2oEVFPfxtTaoASRsgmVTaQspLKJlEkkLSJlrf2bhdrhgJlb7RtT8KoQNKSgsMFnSymodwsIJMVsc1/bDHfKstI4L3VyRJywrV2NfL0VIWDa1LA1kxe9gJcjOKpFWDs4D5quGC6tUm9lqbWyBJFJObuy6T50nM5OoZRGPnsBXb99UWTbDTLSptUeRtddys575K3LCAIuNWe50DqKypZ5VwtxpGImXdrNKTjQJM55B4TS5jsrP8CJ4uep2N8G9chNfa8CGLV1Rod03Ejyajvilabi1W6K112HUStgxPJviqZdqfFSJ087UpzIdHioVMC8NUyJlkE2IPNBMKqb2pjLWMxNFPj2a0uEBYmxh7Olt4sQAidbRbdSdOsXCb0muplBN/ZGWcz1od5R6JpibHSWwHyEVPi3RFEWT01u+twwEri+jm1GjFcGs1p5I4bzHUrZNJcbRQrpiz2Jnk0jopBpsNSoEEYahr7xDVkQUXZewRRtat4REGCKNobWwdLq6CJAEzdvDSg0pDKIlB1/ydiBS3XdgcdO/M5ReBGFIwRXhU6B2x2AF9q4gU0h1cCyBlcBa1VpvCd1MkQ8aJs4em9vyyO6wHJMvuWGvCxhAUl6B4ViQkAx18IyA5bqRa42hihlVrHNjbeqoshCSQPLbuLYjTseM5e6iKm6EGnk9Cu4QYaXlx5nxRsjW1B4jo8Xhdxnl7F7fE4OAvfeO74LOm5AvVvEG/8omvgc+K+AvXE05ugaJ/MaJ3Iml7yIl5ohb3ctLnjWtWg6Y0S80snhScnZbJeTpcLtxR9KQnAJhA35D2/LzoXpIm9fqLO02mV0aHD2Z0wrg16epdO4SOi1UNLqeZrbC6DWVmhCcmQiRS5j0+ZxdL1Olm8jI4dA3XmB0/EMIik4Mt7C0Af3hn4rmoC5kTbPvZGh1klR7kH0DFDINGm6WVzfIZvaKMWvKNpvYGurLLkPcDV4CnXDbUUgEQTowsUQLUythSlamFoz/l200TUXS2+gieCmNkCFAKURKYtQObc57khaTEmb15VJW0LmhstIKah3CphaSD7bHhjxmJtRNJXkopIU6XLCgazhIogQIoq/r3+Jm38GBUpDoaO44bvS4ZbfFTpDusYTaZ0X3Ii3pGBaSnKaTrzw2d65STseo8YSS7USy60K+VSDjN2+6dTG6WwboUXkMxc3PO0aIRl9hbS+gmZFvLPyKK+ufoBL3VH80CKXi3BycFH6OOjMZe69qBkGzDkHQcC5c+dw3Z3fWMJIMpyRaKK9B5bF2I6iPAmGPUuQ/hHM1udBK4F556Z6TcC4ozPuxNH0K62Il1txNI0QmCLk8YLPffki2kZXcrQKUQ0yj4M1vi07s2mL+ckC33pliTAcjOh5HU03yBQn8dpLuO1l8CM0M92TNLcfQK2lAMn8uHPDGECNpv495GmR40Xq4UNEZG97fhAKPF8n44QMF/d+kEivGc53KeXSXGmUKKYv9CR61jVFOVvj4sowfmjc1lqVt94lbVyh7s2yFDx+k2MG1hyHjVQ2gSrQ3TD4VggiNDwMrR1H3aKFpbUwRBNTa2NoXUytjiNCNHHdhqqCKgaa1MhJg1BZhMqi6RYo2BFZp4ttCkJlIenFXrhCW3OQ2jWnKdGI0NYcqCbk2vdbfie89jxNhAQoLKUxjGRUU2sZs/XFyY12xs5WKg3QkDL+rAgh0dbOnRASkGvfN7a7gGA4C5cjgasURSFJAUrpyGuvETtzpTSkiL+vO3qpNJShURq6wEq7QMdNEQQRWacd26U03KgIKPKZ8+h6cNP7uNEpW6KLJzO83n2Cd6Iz6H6IoRRGKiBT1KgT4MmQRauIo/dfu78fDJRzPnfuHLlcjtnZ2R1HU54f4Xohur43K2QpFUEoMXSB7zY51zzBXPYJaP8taFnQt45QHV3jVEHjwbzJJTfkjU7AhB0yly0gNrppKAXBRdB0yP/wjuw9MlXirXN1rq52GRug6BnW09xD6GaabuMCkd9CmWn0u/gQ+iGsthUKydyYTSl/s0KSwqSpf5gCXyCvvkktehTF9UpkpaDtGihgbrQ5cIIj20EImB/p8PVmhtV2mkquN2n5rNMh43Rou2kMLbx2btLGZXLmOdpBlUv+M8gNesW3aTkKgwiDSGY2GTcj0W6Jwg3RoiGaNGgyJ9qktQ6maIPZpWy/RybVQRC7f8V6FL4WeROn0pXS7uBY5W0OVUNy3YGuS1/c6FDV2vsRa45uzamtObxI2fjKpK1MzikbKXWOmClcI09XOChslLBv+G6CsACdeNNcBxFHx3H0HDtliNZ+jkAFCDwEIUL5CAKE8oEAgU9W87jst3kn6lIVIUNagE649v7iRYQmfEwkQpNr2Q+1thABDKjY4AUWru+giYi01aHjl2nKkFL6bYqZ84BYe+8aUuloIsIQLp7M8Z3O9/KeexZfpfF9BaFHyWxhpwUIi5XIw0Rj9h7ca15noJyz67q7csz7gVzrRUg5JvlslaWlJZj6V7HzdL8JqcdjJ7oNNAHjKYPxlAGk7vxAWYu/nAfB2pmiWiZlcmSqyDdfvkIQSswBip7XMe0MWnmWbv0Cod8G3UYzdz6MIAhhtaWQUjI7alEtbnxOJWka+g9RUF8gzzdoRA9fi/T8UMMPdQoZn1KuP9KjvaCa61LOpbnaKFLKdHoSPQsB5WydrpfCDy0cy8fWaxStN/HCLBfcDxKp/VgAasgNovCAiNflEu8GGiMqRdcVhAEMl1fI621M2lgi/jLpYIoOtmihixW0GyJNibYWKWrXHKtSOqFyiJSBxCQi3geP1n6OlEWIhcSK/03F3xXGWtZAWyt8ixcHCPBUxHtRm1BKTqeHsTMldtdoKNYctQ6YNwXbW4iJMWUpGp0l/qGzTF6YTBiZmzN3Kt6SYN0xI6+l1TWuO/NASpp1HU1FpEyFZcQLJ9fLYggPXYQYwkcXAUoK3vWe5j33LIGKi1VDTxF0FZphY4wqRL1Fy3dxRcisWSBj9qY98CAyUM4Z9rZfebcoFevcaprANG4YGWgUoPLTcOXfg/cCOKd6t7e1HjUD5H9kV8ednyry1rk6SysdxoZvT+MOArpukilN4zav4nVWkCrEsDKIbZbWhlEcMUspmR62GC5vXqEeUaKpf5i8+hJZ9QJNeRqlBB3XQKCYHRlcwZHtIATMj7b5WivLSjtNtUfRs2N55NItaq08GatG2X6FSBqc7343gSpvfYA9xESnLNJc0psUvRR+YGKZESpdoUElftAt3koohSBEx0UnIMK4waHGjhk01E4vhi0e7ivJuahDKCUnUlWm+7SfKoTggXSVtGbyQvsyb4dNZowc+vr7FVw/B5sdyAa9pOguh3Q7iq6ZQtNPb+s+HgUKv6MQmqB6RMPIZFEyJGg0cGzBQqa/11W/GbxwagCRUqEUpGzj9ovOPgKlnwDZAv/dHr5oM95vthfBWdjVIdKOyfxUka4XEgSDK6QhhCCVHyZTnEAgCL0mUbR19BpGccQcRZLJIZPR6vZaxwIxScv4Xiy9RUZ7GdfX8EONasEjlx7sXtjtUMm6VPOKK43StYzP3bIePdumi8kSKMmF7tO4aqwnx79bhkQKXWisegCKXFFu2jqlhEAKk0DkcEWZQOQJRZpIOEhhooS+c8e8BYGSnIva+DLkuFNmLttf5yOEYD5V5JH8BKGAN4IGwS4k4XQVkU2FqJRJ17NxG2rL+dAyVHjt+L5amRM42XjiW6vo4BmCCd8kpQ1c7LivDPS7/y9vP8+Ktz0RCCnjm/Rmn6eSleZDEyd2ZIMCIhkf944j5jLPgPcONP80jqb1HozbCy8CEeR/lLtp0JyfLPLmubhye1Cj53VMJ4dm2HQaF4j8NhgOmmFvuAqPZFyVHYSSiarBWHVnaVVP3IeuN7HlVwj8FrpeYma0faCj5nXEWuX2ciPLcjPDUKE3Qiqm4TGSfY16J8+F9mO01AKDooXpYJALM7SkouyEmM5g2LVOuBYxuzLimF1iIVfduM6kD4xbWVKFSf6+cZ43wgazRg5nuwWaUsYFH7ogN5tFq2usvifproKdl+gbbKfJaM0xSyhOaaSLsRtSSrEcdHBzOseCPKurq1QqlYHMpu4HA+2cV7wOVWd7N90wUoSh3LSQZ8XbXiX3x3/8Y5w/dw7Xc/nZn/15PvEvP4lt6XfevxMCSj8O4XvgPg+pJ0C7C9lD2YJwGawZSN2/++MAKcfgyHSBb7x4GT+IBn6GrW5YZIrTeK21NLcMbktzSxlHzH4gGS0bTAxnduVUO9rDtAMPnRpTpQYpq/+iLb2inHEZKqS5WitSybV7sPesSIv3yGaWWW5/HzV37tqw+0FASnDcFA2jhZf3QWxSy7HPREpxPurQlQFHrALHcsMD45jXKRkp3l+Y5u8bF3gzbDBlZMhtdQ9TCrww1h0eKiAsk+wQmCnB0psR3Ro4eYlxg+qJkrFjjgJBflSQG7p+P2qHPq3AY6pQ5sHqUV566SVqtRrFYvGedNBJWnsDfuu3f5ev/M3f81df+Tt+53d+i5WVZRx7i3WM5kD5p8EYjgvE7mYKQXApnkCV/9hawcfdMT9RpJh3WFo5GKIamqaRyo+spbkhdK8Pz7jmmEPFSFFnajSz6w9uFEmW3aNYlsN49qsQ1Xv4LvrLevSMsLnavNuMicIRF7DEVQIxTph6CBTIfdZL34yWC1ooKOShpnmoHqXz7xapFOdlh7YMmDVz3J8f2bhlcgDI6BbvK0xRsTK8E7ZZibZoJwwjCCJIWVC4vhiysxqjx3WcgsCtg9eWKBWnuv0OyECQqQiKE/q1z65SihWvjQKeHl2gVCoxOztLEAS023vXHjvIJM55A37nt3+TJx57mO/+wNOcP3eOd95+E307kYc5AuVPAioWKNkNshvraJtjkD61u2PcgmMbLEyVcP0Izz84e6qmkydTnkEzbSK/RRC4rLYVXqAYymtMj2Xv6kbX7XaJIkV58kMY6ePxoio6GAuY7VBMewwVJUutInczqMwSSzjiEoEq8o7/STS7imFliEIXOQBjq4IIOp4iZcGxSgmlaTRk/xcOUikuyA4t6TNlZDlRGNvRhKl+YGs6T+YnmHbyXIg6XAq7G+8fSxlHzZqAofxtBau6qTG8YJAf0wi64NZjxxx4CjsL5RkdccM9tRsFNHyX8XSBqbW9+LGxMcbGxmi323jewdMduFsG+0rpA1/5q/+Pv/zLL/Nf//Kv+Mrf/iMPnjyFksH2o7PUaSh8FILLcQS8U8KLoPy1Cu3eNd/PTuYp5W2W+zyxaqfohk2mNI3pFOl2PWTQppyF2fHsXaVqwzCk2+3iOA4jY7NQ/UUwJ8H9OsiD20p1I3HfcxtNs7na2F2rk0EdR5wnwuTt4N8QUEYIgZ0pgxDIqL9OUClodkBKydSww6iVoWQ6LMv+3syVUlyUXRqRz7iW5lRhbFcTpvqBLjQeyo5xNF1hWbqcC9vIGx30jensShbsje9TQhOUpgyqRwyUEvgdhekIqkcMtFv0KJbdNhJ4Zmzh2oJbCMHc3BzlcplarUYYHpzAohccjKtlH6k36hSLRVKpNC+//DJf/9o/7ny6U/7DkHkKvJcg2kFKRnpx1GxUIfPIzl5zCxzLYHGmhOsdrOgZQAiNjizgqQJZW5J3XMJw9w5UKUWn04n7omdn0XUdjDJUfwn0PLjPrQk6HHwKKY/hYsRye+fRs06HtPYOQkW8G/xLXDV1/f/MFJaTR0VeX6NnLwA3UOTTGqW8jSYEM04RT0g626j43wuUUlySLvXIY1hLcbo4gbHHg156zXqr1ansKC1C3g6bROsO+qZ09taLvkxZY+S4Tm5Eo3pERzdvdszd0Kfhu4w4OWZylZv+T9d1FhcXSafTrK6uDkSmZr9InPMtfO/3fj9RGPL4Yw/x7z7zP/Loo4/tfE9TGFB+FqwjcapUbtMZhpdAdeOxkJqz9eN3yMx4gXLBYWn14ETPSilW6i6NdkChVOapJx4mk8mwsrJCu93esmVjI4IgwHVdstks1eoNOtvWNFT+bfyz9+27qxsYEISA+eHWWvS8/b1ngU9aexsNl/PhR2nJB245rsBOlxGagQz7sxWgFDS7Cl1Ipkevi9eMmhnypsNVuf/XuVKKK9JlNfKoaDYPFSewDphjXmfDVqsw2jSdfSeslEZlxsBK3e5yVrwOkZK8f2wBbYPsgm3bHDt2DF3XqdVqu/rMH0QGulq7bKdZcrcXeW63lWorbNvmi//Xn+AHsUxfMWej7UbLUc9D5VNw5d/FN/qtBEpUAOGVWKs7+9TOX28b2JbO4kyRf/jWJVwv3LrIrc8opVhteNRbHsWcwwcemSLtmORPneKNN97g0qVL+L5PoVDY9t9oPWoGmJ+fv/15qQfjhdXy/wr+63Gf+QEnn/YZLYWcXyoylGux9TTCiIz2FgYNroQfZFVufD1qhoWVKuG1ryJltOdjQG+l7YIfKkbLBpnU9cpiU2hM2XleDK7gy2hfneOS8liRHkVh8nBh4lBMU7rWalU/x1K3SVWamEP5O6azd4IbBdT9LlUny5H80B0fl8vlmJ+f59VXX6XVapHLHf7ZzgN95fzQ7PYLonqprR2Ljqi19qm7SC7Yc1D6BCz/B/Dfjn+/E+FlUG0o/BBoeyeFODNe4PV3ayytdpkcHdwLXClFrelRb3rkMhYfeDR2zACGYXD06FHy+TxvvPEGy8vLFItFTHPrm4Xnefi+T6lUolAobPygzDMQLkHtP4NIgzXRy7fWF+aGW1xeLXKlkWOs1NzkkZK0eAeDGrXoLJejH2SzBJuVLhJ6TWTQRbP3r48+iqDtKmxTMTF0+6J7wsrxllHjathlQtsfu1akx1LkksXgkcIEKeMu2ikHjJKR4nFnlNc7l3nP9KmmdPI9OO6K2yGQkvePHUHf4l47PDxMt9vl3XffxTRNHKf32cVBIklrb0C01obhWD1Yu2SehtyHIHgHopWNH6PCuIBMy0P2u+7+NTfBMnWOzpYIQknXHcy9Z6UU9ZZPremRdgy+65Fpsumbb3RCCMbGxjh9+jS2bbO8vEyn09k05bUeNWuatrmGuxBxUV/2g+C/CuEd/m4HiFwqYLQcstwuEkZ3WsCut0wt0ZFznAs/ftuUqVvRNB0rU0apaF9bq5puLA40UbU31I1PaQbjdo6GCon2YZ+yJn2uRF3S6Dyanzh0mtBRFCFdnyknT2moyhutFZbc1l0d04tC6n6Xsp1moXDnyX7rCCGYnp6mWq1Sr9cPfYFY4pxvQSmFlApD13oz4UoIKP4YpE6B++246OtWwiux8Ejmu+N0+B4zPZqnUkyxXBvMtqFm26fWcHEsgw88MkU+e+cbXTab5cyZMwwNDdFoNKjX63csGnFdlyAIqFarZLNbRFNCj9PbqbPgfguiu7sRDQJzwy0Mw+RyfeOMiSWu4ohL+KrCu8G/Rm42lOUGTDsbt1ZF+9Na5QXQ9RQZR1At3jl6mrby2LrBUrS3e88N6XMp6mApjUdyE+SswxXRKaVot9uEYcj8zCz//L7HOF2Z5L1WjfPt3e8Br3gdfBnxvtEjmNsdGqRpLCwskM1mWVlZIYoGV5b4bkmc8y1ci5ptvXeqNJp9Z4ESFcWFYHoa8t/fm9fbAtPUWZwZzOi52fZZqbuYhsYHHpmkVNjaQRiGwfHjx1lYWCAIApaXlwmCmyt1pZR0Oh0Mw2BmZmZ7xmh2XCBmz8cV3APQO3s3ZJ2A8XLAaqdwW/RsUiMlzhEph7eDnyJg+xK0QmhYmQogkJGL2sNK9/UiMIFkZtTZtJ0up1sM21lqKtgzUZKmDLgou5hK8Gh+nKI9OMpkvcLzPFzXJZfLMT4+jqkb/ODMgzw9doQlt83bzeWbW622gS8jan6HguVwX3F0R8+1LIujR49imuahLhBLnPMNKBXvN2tCYPZa5tIcgvJPxT97L1//92gJoiakn4rbefaJ6bEc1VKKpQGKntudgJW6i65rPPPIFJXi9uU0hRBMTExw8uRJLMtieXmZbve6gEK32yUMQyYmJna2V2XkofrLoFfA/Ua8mDrAzA63MA2TS7XrGRqdNintHQDeCZ7FU+M7Pq6x1lolQ5/AbRB6LcLARUZhT2+eXR/8QFHO6eQyW6eOZ+w8miZY3YO+57YKuSA76BIeyo1TtgdrbnoviKKIdrt9LWLV16oJNSH4wNhR/snUA7RDn9fqV3e0fbDqtvGjiCdG5rF2UTSXzWZZXFxESkmj0djx8w8CiXO+gfXpU7at743EXupBKH4MoivxOEgl4++aDfkf7P3rbYJp6BydLROGkk63/6IbnW7Acq2LBrz/4UmGy7u70eXzec6cOUOlUqFer1/bm+p2u1iWxfj4zh0P5ihUfyEWhXGfP9AtVhk7ZLwSsNrNE4QCDW+tZcrnXPAx2uq+XR1XCIGdHSZTmsJOlxCajoo8Qr9F4NYJvRZR4CLl7p21lHHUbOgwMby9CLWsO5StNCs9ds5dFXI+6iCk4kxmhGFnsIfK7IYb09mTk5O3VUgLITg7NM3H5s8Cipdrl/GjrTNxgYxY9TvkTJsT5V18Htcol8tMT0/juu61DozDROKcbyCSivfefYdHHz6zdy+S+1BcJOa9AsE5iBqQfjiW/txnJkdyDJfTfd977rohS7UuCnjq7CRj1bu70ZmmyQMPPMD8/Dy+77O8vEwURUxPT2+rontDnGNx5kO6N2c+DiCzQy1s0+RKPUVaexudFlfC76EmH7+r42qahmlnSeVHyVXnyVUXSBcnsFJFhCaQkRdH1F6D0Gvv2Fm3XIgixVjF3HYboBCCWadIKKDZIzUzV0WcizooKTmVHmEsfYeq/wOO7/vX9AAmJyfv+LjFwjA/sfAoGcPi5foVulsUBq56Hdwo4rHhWRx99+1YQgimpqYYHh6m2Wzi+wd72+lWBrqV6m+eO0+zvb0VbxQpIqk2bSXOpi0eObHx/sZ6+5SxQeVnTxEGlJ6F4Dx4r4FwIPdDe/uad8A0NI7Olvjrb3Rod3wy6f1v/XC9kKXVDlIqnjgz3rP2rvUPbi6X49VXX0XXdUZG7nIBlHl8rcXqD8BPx1PDDiBpO2Si4uK3zqPJBqvyES5HP0Cvxz9quoGl57GcOIUuo5DQbxN6bcKgg4w8VOgihEBoxtqXjhC313sE4Zp+tq0YKe9sX3fYSFGwHJY8l5x+d9e4v+aYIyl5MFVlKtOD8bADiJSSdruNEOKmdPadGM8U+Mmjj/Gf3/wGr9SuMJ+vkLdu/zuFUrLqdcgaFqcqd3b422XdPtd1qdVqVCqVLW09KAy0c262vU0rdW8kWhsZuZl8bbN955XV+lB629IJw5Bnn32W5557jqNHj/K5z32OdLqH4wT1LFR+Bq78e7DmwZra+jl7xMRa9LxSd/fdOXt+xNJqlzBSPH5yjLnx3t/oisUiDz30EFLK3nxo8/8EomVo/Gk8ltAcvvtj7jdKMVd6gQtBgzfrZ/DS/wzY+xuaphtYqQJWqrDWFREQeR0Cv00UdJChi1LqmrPWNDNOj6PR7AqUUkwPOzvuotCFxoxd4Hn/Et0oJLVLYU32TwIAABpJSURBVJBgbSZzKCPudyrMZitbP+kAsp7ODoKA6elp8vntdZAU7TT/YvFRvvTWN3mjscRUtkj1lnR/ze/gRiHPjC32rA/cMAyOHTvGCy+8cKhmQCdpbeKLMZIKXRcYusYrr7zCpz71Kb71rW+Rz+f5rd/6rd6/qDUDY/9TrCLWxwvJ0DWOzZeJpKTV2b+0kB9EXF3pEISShx4YYX5q7yIQXdd3n86+FaFB6Scg/QR4Lx7MMZPhBWx1Dt0e4+WVH8D193+NLoRA1y2sdJFMcYJcdYFsZY5UbhTDyoCShEGHwGvidhvIsEPBCcikjF3tWY+bWbKGzdIuJT1DJTkXtXFlxDG7zJFcZcAmMvcO3/fpdrtkMhmmpnYWOKQNix+bP7thq1UkJSteh5Rhcrba24AklUqxuBir+dXrB/AzuQGJc+Z6+1TKNq6lQ596KpYs/MQnPsFf//Vf780L65l96Wveiomh7LXoeT8IgogrKx38QHLq2DDHZssHa6UrzHhR5ayNmeyDhvOuCZfAfxe0HMNznySfy7M0AJPKhBDoho2dKZEpTZEbWiRXmcfODONGDroIydg+y8tLLC0t0Wg0cF2XMNzenrWl6Uw6eVoqJJQ7q7iP1iJmV0YctQsczVURh9Q17zSdvRF3arWq+V26oc+ZyuSeiLSsz4D2PO9QzIC+553zevuUEALTiC/EWx3FgXIcu0DXNe6bq6Akex49B6Hk6moX34948GiVBxYOaApKz0DlF8EYh+43DsaYyagB/ptx9F/9FZzsJAsDOqlMCIFu2vhk8SgyOXOMRx5+iLm5OXK5HJ7nUavVWFqKnXWz2cR1XaIouqOznrJyOIbJ1R2IkkRKcU526MiAWTPPfbmRg3m9bpP1dPbExMSd5W23wUatViteG1s3eXhotncG38L4+DhjY2OHokDsnnfOUq21T1n6NUGDd999l7/7u78D4POf/zzve9/7+mnivjA2nGGkmt7Tec9hJLm60sH1Qo7PV3hwcehg3+jMKgz9YqyF7j4/2GMmZTce5KF8qPwUpOKWqdnx/MBOKgtDSaPlkbJ0Tt83TD6fZ3p6mlOnTvHkk09y+vRpZmZmyGQydLtdarUaV69eZXl5mWazied5NylIpTWTMTtHXQXXsmWbIZXiguzQjkJmjBwnCiN702I5IHieR7fbJZ1O7zidvRG3tlrV/C4nyxPk91BBTQjB/Pw8pVKJ1dXVA60gljhnqUCAY11P3xw/fpzf+73f4+TJk6ysrPBzP/dzfbRwf9A1jWOzsQhKo9X7FWe05pi7XsTidIkzx0c2VXc6MFhzUP0ZIALvO4PZA62CuDNANqHwsVjwZg3bMlicKV4bHDNI1Joefig5cXSYlHNzzYCmaRQKBWZnZzlz5gxPPvkkJ0+eZGpqCsdx6Ha7rK6uXnPWrVYLz/OYMrMYus7KFlsRSikuyC7NKGBcT/NgYQx9s2rTA86N6ezFxUUMo3d1CIuFYT6x+BgPV6d5fGST4T89Qtd1jh49SiqVYmVl5cAqiPXkLyCE+GfArwPHgUeVUl/rxXFzGZtGq7etVDciZayjbRraNUcxOzvLd77znV3bfJAZG8oyWk1z6WqHXMbsWVQbScXVlS4dN2R+ssDDJ0YPh2NeJ3Umnj628p/itLF9pN8WXUdF4L0OcjXWbi985LYCxEGcVNb1Qlodn1LOYWF662JBXdcplUqUSiUAwjCk0WiwsrJCrVa7afb3OAar0kNJE2Hqt50PpRQXZZdG5DGqpzhTHMe4m+l0B4D1dPbk5OS2q7N3wmg6z0d2MGXwbnEch6NHj/Liiy9Sq9UoFosHLkvXq+XRt4EfAf5Dj44HwFNntj+qbzcjI+U1HW3jwP3h9gJNExybrXB5qUOz7W+7jW0zpFQsrXTouAEzY3keOzmOrh/CG132g3GxVf1LoKXA3L3yUc9QCvy3ILoKqdPxIA9xe4HP+qSyv3/+Il03JOX0t8NSKUWt4aIUPHRiBGMX14thGJTLZcrlOBsUhiG1Wo3V1VXC5ct0mh5+2MV2DTA0cCzQ4naty9KlFnlUtRRnCxPbHspwUFkXG0mlUkxPTx+ae2GhUGB+fp7XXnvtQM6A7sldUin1klLqlV4ca79QKi720DWx4ci5e5XRaobRaoaVunvX6SApFUurXVrdgPHhHE+cHt/VjfZAIEQszZp5JlZ/C1f7bRGE5+KhKuZ0PMBDu/Nia5AmlbU6AV03ZGokx2ilN3rVhmFQrVZZXFzkux57kvTMKOfyGuRSEClouSg/4Kp0WY08ysLm4eL4rnSfDxJSSlqteOJar9PZg8DIyAjj4+N0Oh1cd/DqKjZjX++UQohPCSG+JoT42tWrV/fzpW9DSgUqiZpvRdME982X0TRBfZtbChuhlGK51qXVCRitZnjf2Ylr1fCHFmFA5ZNr40Gfh6iP7RzhFfDfA70AQ7+2ZcueecOc704fJ5VFkaTe9DANnTP3701ltCY0zgzP4Noa9bINM0OQsuh2XYKORwGDhwsTdyUteVDodDoEQcDo6OhdVWcPKkIIZmdnKZfLB24G9LadsxDi/xVCfHuDr21rTyqlflcp9bBS6uGhoaHdWdwDlIob4oWIU3oJNzNczjA+lKXW8Hc1nzd2zC7Ntk+15PD0Q5P3znnWHKj8PFiz/RszGdXjdLYwofqr29ZtnxrNM1Tqr9Z6veXjBRHH58vkMnunWDebqzCRKXK52wRTZ7XqcDkDWamxEKbQogGuvO8R62IjqVSK2dnZQxuk6LrO4uIimUyGlZWVfZk53gu27ZyVUt+jlDqxwdd/2UsD94KN2qcSrqNpgmNzZXRN7LhyWynFSt2l0fIoF1I88/A0jnW4UmVbYhSh+ougF2MHvZ8tVrITF4CpECo/C87itp+6rrUeTyrb/0WF50c02z65tMV983srjWnpBifLE3hRyOVuk4vdBn7W5skzD1EplqjVatTr9QNzI98p6+lspRQLCwuHLp19K7Ztc+zYMQzDODAzoA/pBuDmXNfRPtwX5N0wXE4zPpyl1vS2fYNSSrHa8Gi0fApZm2cemep7cVHfsCah+vOABt639qfFSvngvQqqDcWPQ/qRHR9icnR9Utn+7s+tF4FFkeTM8eF9ybQs5IcZcrKcb9cQQvCjs2eYr45x6tSpaxPNlpaW8Lzez4LuN+vp7LGxMYrFwzm841ay2SwLCwtEUUSz2ey3OVvSE+cshPioEOIc8ATwp0KIv+jFcfcCqa63T+lJ1HxHhBAcmyth6Br1bUTPSinqTY960yOTMvmux6bJpA7/nt2mOPdD+ZPx3rP/6t6+loriXuaoDrnvjwd07CJNaegax2ZLRFLtq9Z6pxvScUOGKxmmRvdH0jZjWpytTlOwUvzw7Cnm8nG0vi7he+bMGTKZDKurq4cqil5PZzuOw8zMzKFNZ29EtVplamqKTqdDt9v/4sfN6ElYo5T6EvClXhzrJpZ+E4JL23qoIRWpSG56oUljhG72U0BSCLYdhkpx9PzOhSaFrIW2Sa9no+1Ta3qkbIPvenTqtp7ye5bMU/EUq9XPg0jvzQQypeL+6mg5jpaLP8Gm49m2YHxtUtnSqrsvf0cpFbWmhyYEDz+wv+I0Dw1N80B5bMPir0wmw+nTp3n33Xd577338H2fQqGAZR3ca3tdbEQpxeLiYu8GwhwQ1hdenU6Hq1evouv6wP49BzvnGFzadr+oihRSSDb7XGvhRaRUaFu0T33uc5/js5/9LEIITp48ye///u/v1PJDQRw9l7lwtUWt6VMubCy712z7rNZdLFPnA49OUcjtnTzfgUMIyP9TCJeh+edxD7RR7d3xlYLg3fizYh+JR5Fqd3ezMXSNY3Nlrqycp9Xx99xBN1o+nh9ybK5MubCzWc29YLOqbE3TmJ2dpVKp8Morr7CyskImkyGbzR7IxX2n08H3fUZHR++ZdPataJp2IGZA31N7zmqtEMyxbx/mvs6LL77IZz7zGb785S/z/PPP8xu/8Rv7bOVgUS2mmBzJUb/D3nOr47NS62IYGh94ZKovN9eBR2ixglj6UXC/DVEP97vCyxCcjx3+0K/Es8J7wPhwrBa313vPQRjRaHs4tsGJxf51cGxFLpfjzJkzTE1N0e12WVpaOnCDFYIgoNvtYts2c3NzB3Jx0StM0+TYsWOYpjmwBWL3lnMmDmRs884Jgy9/+ct87GMfo1qNo5t1haF7FSEER2dKWKbOauPmwph2N2C55iI0jWcenqJaSvfJygOAZkH5Z8BeXGux6kGRUbQKwduxuEj1V3sake+11jqsF4F5hKHi1LEhUvZgJ/J0XWd+fp6TJ09i2zYrKys0m82BvLHfilLqpursey2dvRHpdJrFxUWUUjQajX6bcxv3jHNWKv6yzM3bp5RS9/SKciMqxRSTozkaret9zx03WOuHFTx9doKRHik5HWqMHFR/CYxhcL8O8i4EEWQbvDfiNq3KvwWn9wMFYq31DKs9UIvbCNeLaHcDSnmb+cmDk2ItFAqcOXOGiYkJOp0Oy8vLBMFgjwxdT2cPDw/f8wHHjVQqFWZmZnBdl06n029zbuKecc5y7eayVc/tBz/4Qb7whS+wvLwMwMrKyp7bNugIITg2W8K2dFbqHl0vZHm1i5Lw5JlxJkYOlmZtXzGHofJLIFLgPb+7FivprbVMdaH0k5A+23s7WddaLyNEXFfQS5RS1JqxfvbDJ0YPnN66YRgsLCzw4IMPYprmtclXgxhFB0FAp9NJ0tl3YGJigtHRURqNxkBtVRysT8QuUcT3QE2w5WCMBx54gE9/+tM888wznDp1il/7tV/bHyMHnFLeYWo0T6PlsbTSIYwUj50aZWZsf9peDhXOESh/aq0veYdjJlW41jLVhPyHIfe9e2cna1rrQ7HWei9biZrtWD97ejzPcPngboeUSiXOnj3L6Ogo7XZ74KLoG9PZR44cGdjK5H6yPgO6UCgM1Azowd7kMUchuLCthwqp0O7USqUUmgLNGdvWqvHZZ5/l2Wef3am1h5p477nIuUsN2m7I46fGmJs4OKnIgSPzMET/AlZ/D/y3wd5GWlpJ8N8AuQzpJ6D4Y7vqZd4Jmia4by6eVNZo+xR7UIkfRpJGy8Mydc7cN3zgIznDMDh27BjVapXXXnuN5eVlcrkc6XS67+9tPZ09NDREpbK3qmsHmfW/4QsvvMDq6iqVSqXvf7vBds7Vn9/2Q8M7jIxUKq4IFUJQzN39CMR7mWLe4bGTY/hBxNzkwZuPOnDkvi8eM9n847Uxk6N3fqxSELwTV2fb90H1p2Pt7H1guJxmbCjDuctN8pnN+923Q73p4QcRp+8bPlT98JVKhVwux+uvv87Vq1dxXZdisdi3Np0bq7OPHDmSfF63IJVKXZsBXa/X+95qdujT2lKutU9Zd26fStgeQggmR/PMT5WSc9kLhIDSj0H6feC9FKt73YnwYpxFMkbjojJt/1LBcfRcRt+mWtxmeH5Iq+2Ty1gcmzt8hUmWZXH8+HHuv/9+hBAsLS3R6XT2fS96PZ0tpWRubi5JZ2+TYrHI3Nwcvu/Tbvdxqhz3gHOOpIqnT1mD12SekIAwofJT4DwA7jch2kBSMFwG/504uq7+Khj779SG1rXWG9vXWr+Vde31SMLZ46OHdoSoEIKhoSEeeughKpUKjUZj3/cyu90uvu9TqVTo5wTAg8jY2BhjY2M0m82+FogdauccR80K09DR7zIVl5CwZ2ipOBo2J9darG4oKIqasTSnAKq/DPZ0X0wUQnDfbBnT0Kg1d3fDancDum7A2FCGydHeiKUMMpZlcf/993PfffehlGJpaYlut7vnUXQYhnQ6HSzLStLZu0AIwdzcHOVymU6n07cZ0IfaY0Vr06cc+3Cu0BMOEUYpdtB6/vqYSemC/xooLx6gkTrRVxOrpc3V4jZDyngwiq5pPHT/yD3jMIQQjIyMcPbsWUqlEvV6nVqttmdDNNbT2VEUMT8/j20ndTa7Qdd1jh49yujoaN/O4aF1zmpt+pSuC4wD1kOZcI9iTceCIgDeC3HLlGxB4Ych80x/bWOtYn92Y7W4rai3PFw/YnG2RDF/72mvO47DiRMnro0sXC8Y63UU3e128TwvSWf3gPUZ0KlUfySJD63XWo+aU3c5ferXf/3X+exnP9srsxISNif1IJSfjdPZ0RVIPw2Fj+55y9R22Ugtbiv8IKLZ9kk7Jg8s9HDoxwFDCMHExARnz54ln89Tq9V6OopyPZ1tmiYLCwv3THbisDLQrVSvvPLKtiXVpFTXir9Q1xXBbhzank6nOXbs2F6YmpDQOzLPXBcbKf8rEIPzMV3XWj9/uclK3aNa2jyqiJXAPMJQ8siJ0S0V+u4FUqkUp06d4ty5c7zzzjssLS1RKBTuKn16Yzp7YWEhSWcfAgb6k9LpdEint9cyEkWKMJIIEbeESqkwDO2m0ZDbdfSf+cxn+NznPsfU1NS1qsuEhH1DCMh9T/w1gJQLsVrc6++uUi7Ym/Y9d72QdjegUkwxO1HYRysHm/W5wuVymVdeeYXV1VVSqRS5XG5XfeTr6exyuczw8PAeWJyw3xzKtLZSCgQYW0h1bsTXv/51/vAP/5DnnnuOL37xi3z1q1/dAwsTEg4u62pxjqWzXL/zSEm5NnVKAA8/MJJ0TGxAJpPh9OnTzM7O4nkey8vLO27fWU9nr+t9J+nsw8Gh+7SsT5/SNLGri/QrX/kKH/3oR0mn0+TzeT7ykY/sgZUJCQebYt5hejxPqx3ccc+02fbpeiGzE4VknOgmaJrGzMwMp0+fxnEcVlZWaDQa2yoWuzGdPTc3h+Pce8V2h5VD6JzjC9q8iwrtZOWZkLA5cfRcJmUbLK/eHj3H+tk+tqVz6tjB18/eD3K5HGfOnGFqagrXdVlaWtoyinZdF8/zKBaLjIyM7JOlCfvBoXLOCoUi3rLbbGbzZrz//e/nS1/6Et1ul2azyZ/8yZ/01siEhENCIWczM56n2fWJbome1/WzTyxUyaT2RwP8MKDrOvPz85w8eRLbtllZWaHZbG4YRYdhSLvdxjAMFhcX71rzPGGwOFR/TaUABYax+7d19uxZfvzHf5zTp0/zoz/6ozz99NO9MzAh4ZCxOFMi45g3Rc+uF9Js+xSyNoszh08/ez8oFAqcPXuWiYkJOp3ObaMolVK0222klMzOzvatFzdh7xjoau10Or2jVqogXKvWljobJYO2W/n96U9/mk9/+tM7sDQh4d4kn7WZmSjwndeXKRcluiaoNTyUgofuH7mpWyJhZ+i6zsLCApVK5dooymw2SyaTuZbOzufzjI5uMs0s4cAy0M55Jz3JnW5A2w1IO2aSRktI2EcWp0u8c6HBcs0l7Rh03ICJkSzjw4dfP3s/KJVKnD17ljfffJNLly7hui5CCHRdT9LZh5hD8VdVKu5x1oTATqZPJSTsK7mMxdxEgXYnoN70MHSNs8fvHf3s/cAwDI4ePcoDDzyArusEQcDMzMy2s4EJB4+Bjpy3S7Q2s9k0NPRdFoIlJCTsnoXpIm9fqLNadzlzfJhCLmnp2QsqlQr5fJ56vU65nOznH2YGzjkrpXa84l6PmA1d25fV+n4PTk9IGHSyaYsHFqq8da7G8fl7Vz97PzBNk2o1OceHnYFyzo7jsLy8TKVS2ZGT1TSBY+/PW1FKsby8nDT7JyTcwuJ0iYWpYpLOTkjoAQPlnCcnJzl37hxXr17ttymb4jgOk5OT/TYjIWHgSBxzQkJvGCjnbJomc3Nz/TYjISEhISGhrxyKau2EhISEhITDROKcExISEhISBozEOSckJCQkJAwYol9tQUKIq8A7PTxkFVjq4fES7kxyrveH5DzvD8l53h+S8xwzo5Qa2upBfXPOvUYI8TWl1MP9tuNeIDnX+0NynveH5DzvD8l53hlJWjshISEhIWHASJxzQkJCQkLCgHGYnPPv9tuAe4jkXO8PyXneH5LzvD8k53kHHJo954SEhISEhMPCYYqcExISEhISDgWHwjkLIT4khHhFCPG6EOK/67c9hxEhxJQQ4i+FEC8JIV4UQvxyv206zAghdCHEc0KI/7vfthxmhBBFIcQfCSFeXru2n+i3TYcRIcSvrt03vi2E+LwQIpkctAUH3jkLIXTgN4EfAO4H/rkQ4v7+WnUoCYH/Ril1HHgc+PnkPO8pvwy81G8j7gF+A/hzpdR9wCmSc95zhBATwC8BDyulTgA68PH+WjX4HHjnDDwKvK6UelMp5QN/CPxQn206dCilLiqlvrH2c5P4JjbRX6sOJ0KISeDDwH/sty2HGSFEHng/8L8BKKV8pVStv1YdWgwgJYQwgDRwoc/2DDyHwTlPAO/d8Ps5EqexpwghZoEzwD/015JDy/8C/LeA7Lchh5x54Crwv69tIfxHIUSm30YdNpRS54HPAu8CF4G6Uur/6a9Vg89hcM4bDZBNStD3CCFEFvg/gV9RSjX6bc9hQwjxg8AVpdTX+23LPYABnAV+Wyl1BmgDSc1KjxFClIizmXPAOJARQnyiv1YNPofBOZ8Dpm74fZIkZbInCCFMYsf8B0qpL/bbnkPKU8BHhBBvE2/RfLcQ4v/or0mHlnPAOaXUegboj4iddUJv+R7gLaXUVaVUAHwReLLPNg08h8E5fxVYFELMCSEs4kKDP+6zTYcOIYQg3pt7SSn1P/fbnsOKUuq/V0pNKqVmia/lLyulkihjD1BKXQLeE0IcW/unDwLf6aNJh5V3gceFEOm1+8gHSQrvtsTotwF3i1IqFEL8AvAXxFWA/0kp9WKfzTqMPAX8JPCCEOKba//2Pyil/qyPNiUk3C2/CPzB2sL+TeBf99meQ4dS6h+EEH8EfIO46+M5ErWwLUkUwhISEhISEgaMw5DWTkhISEhIOFQkzjkhISEhIWHASJxzQkJCQkLCgJE454SEhISEhAEjcc4JCQkJCQkDRuKcExISEhISBozEOSckJCQkJAwYiXNOSEhISEgYMP5/vZzNMASLi1QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 面积图\n",
    "\n",
    "fig,axes = plt.subplots(2,1,figsize = (8,6))\n",
    "df1 = pd.DataFrame(np.random.rand(10,4),columns = list('abcd'))\n",
    "df2 = pd.DataFrame(np.random.randn(10,4),columns = list('abcd'))\n",
    "\n",
    "df1.plot.area(colormap = 'Greens_r',alpha = 0.5,ax = axes[0])\n",
    "df2.plot.area(stacked = False,colormap = 'Set2',alpha = 0.5,ax = axes[1])\n",
    "\n",
    "# 使用Series.plot.area()和DataFrame.plot.area()创建面积图\n",
    "# stacked：是否堆叠，默认情况下，区域图被堆叠\n",
    "# 为了产生堆积面积图，每列必须是正值或者全部负值！\n",
    "# 当数据有NaN时候，自动填充0，所以图标签需要清洗掉缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 填图\n",
    "\n",
    "fig,axes = plt.subplots(2,1,figsize = (8,6))\n",
    "\n",
    "x = np.linspace(0,1,500)\n",
    "y1 = np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "y2 = -np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "axes[0].fill(x,y1,'r',alpha = 0.5,label = 'y1')\n",
    "axes[0].fill(x,y2,'g',alpha = 0.5,label = 'y2')\n",
    "# 对函数与坐标轴之间的区域进行相应的填充，使用fill函数\n",
    "# 也可以写成：plt.fill(x,y1,'r',x,y2,'g',alpha = 0.5)\n",
    "\n",
    "x = np.linspace(0,5 * np.pi,1000)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.sin(2 * x)\n",
    "axes[1].fill_between(x,y1,y2,color = 'b',alpha = 0.5,label = 'area')\n",
    "# 填充两个函数之间的区域，使用到fill_between函数\n",
    "\n",
    "for i in range(2):\n",
    "    axes[i].legend()\n",
    "    axes[i].grid()\n",
    "# 添加图例，格网"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a    2.238627\n",
      "b    0.484220\n",
      "c    0.258958\n",
      "d    2.760009\n",
      "Name: series, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图：plt.pie()\n",
    "# plt.pie(x, explode=None, labels=None, colors=None, autopct=None,pctdistance=0.6, shadow=False, labeldistance=1.1, startangle=None,\n",
    "# radius=None, counterclock=True, wedgeprops=None, textprops=None,center=(0, 0), frame=False, rotatelabels=False, hold=None, data=None)\n",
    "\n",
    "s = pd.Series(3 * np.random.rand(4),index = list('abcd'),name = 'series')\n",
    "plt.axis('equal')      # 保证长和宽相等\n",
    "plt.pie(s, \n",
    "        explode=[0.1,0,0,0], \n",
    "        labels=s.index, \n",
    "        colors=['r','g','b','c'],\n",
    "        autopct='%.2f%%',\n",
    "        pctdistance=0.6, \n",
    "        labeldistance=1.2,\n",
    "        shadow=True,\n",
    "        startangle=0,\n",
    "        radius=1.5,\n",
    "        frame=False)\n",
    "print(s)\n",
    "\n",
    "# 第一个参数：数据\n",
    "# explode：指定每部分的偏移量\n",
    "# labels：标签\n",
    "# colors：颜色\n",
    "# autopct：饼图上的数据标签显示方式\n",
    "# pcdistance：每个饼切片的中心和通过autopct生成的文本开始之间的比例\n",
    "# labeldistance：被画饼标记的直径，默认值为1.1\n",
    "# shadow：阴影\n",
    "# stratangle：开始角度\n",
    "# radius：半径\n",
    "# frame：图框\n",
    "# counterclock：指定时针方向，顺时针或者逆时针，默认为逆时针！！！注意"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 直方图\n",
    "## plt.hist(x, bins=None, range=None, density=None, weights=None, cumulative=False,\n",
    "## bottom=None, histtype='bar', align='mid', orientation='vertical',rwidth=None, log=False,\n",
    "## color=None, label=None, stacked=False,normed=None, hold=None, data=None, **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x225b8571e80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图+密度图\n",
    "\n",
    "s = pd.Series(np.random.randn(1000))\n",
    "s.hist(bins=10, \n",
    "       histtype='bar',\n",
    "       align='mid', \n",
    "       orientation='vertical',\n",
    "       alpha=0.5,\n",
    "       color = 'r',\n",
    "       density=True)\n",
    "\n",
    "# bins：箱子的宽度,也就是直方图的个数！！！\n",
    "# normed：标准化\n",
    "# histtype：风格---bar，barstacked，step，stepfilled\n",
    "# orientation：水平还是垂直{‘horizontal’，‘vertical’}\n",
    "# align：{‘left’，‘mid’，‘right’}，optional（对齐方式）\n",
    "\n",
    "s.plot(kind = 'kde',style = 'k--',grid = True)\n",
    "# 密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B8F76828>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B8FB6A58>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B8FE9128>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B90117B8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 堆叠直方图\n",
    "\n",
    "plt.figure(num = 1)\n",
    "df = pd.DataFrame({\n",
    "    'a':np.random.randn(1000)+1,\n",
    "    'b':np.random.randn(1000),\n",
    "    'c':np.random.randn(1000)-1,\n",
    "    'd':np.random.rand(1000)-2},\n",
    "    columns = list('abcd')\n",
    ")\n",
    "df.plot.hist(stacked = True,\n",
    "            bins = 20,\n",
    "            colormap = 'Reds_r',\n",
    "            alpha = 0.5,\n",
    "            grid = True\n",
    "            )\n",
    "# 使用DataFrame.plot.hist()和Series.plot.hist()方法来进行绘制\n",
    "# stacked：是否堆叠\n",
    "\n",
    "df.hist(bins = 50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.10---散点图，矩阵散点图\n",
    "## plt.scatter(), pd.scatter_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\matplotlib\\collections.py:902: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"
     ]
    },
    {
     "data": {
      "image/png": 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Vf2bVNdfjVJeBYWCEw/S6+A+ZCr3TKn9/AtVz52L1KsJNJHDWrkHbNqbPT2T//cgdfUC2QxQZIolZiA6o5LF/oVMptOuy/umn6X9n/XufC447FjcWo+zNtzAjufT64yX4e2d+bj6xcCHr7n8Aw++j6I9/xD9gAL2v/Atrbvs7bnUVKAOUwterF70uvahV98obO4bgc89QOXkyKhAkOm4Mvm7dMvODdGJuIgGuxjAtAoMGYZeU0PP3FxAatis5I/eU+vVdiCRmITqg4M47E58zB5QiuPMuDV6nDIPuZ5xO9zPa7nAH7bqs+OOfcGMxtHZZeeVf2fH55yg4+ijCu+3GxnfeJV1cQs7IEeQdeghGqPUlRwMDBxAYeFoGou86ouPGsuHZZ3EqK0Frup1xWodahyEyRxKzEB1Q0YV/ILTLLmCZRMeNy2osOp3Gqajw5mEdB3vdutqvBQYOoOj352cxuu2Hr2dPdnz2Gaqmz8AqKCA8qu3m3UV2SWIWogNSPh95Pzsy22F4XJecESOIff4Z+Pz0+IPM92aLVVhI3uGHZTsM0cYkMQshGpRauoRVl17q9Zj9PpTPIjl9Gu6Jv6pdNd0S8dmzqZzwPioUJv9Xv8LXp08Go95+uMkk1Z9NpvrLLzHy88k98mcEdtop22GJVpLELISol9aadTffjFtZiRWNQjSK1prE17Mpf/UVCk5r2bx29bRprLnyCnBdtNbEPvyA/k88idWzZ4Z/gq7Nrapi9aWXkPrhezSAq6l4/TW6X3wp0WOPbXZ7TmUl6++9h/ismZj5+XS/6GJCe8pweTbIMj4hRL3s4mJSP/yAscUhBEopVDBI5bvvtbjdjS++AICZl4eV71WtqvzoQ6qnTKF6yhTcWKzVsW8PNr7yCsnFi1C53t5vMz8PFQyy/sEHcDZubFZb2nVZe+UVxCZORKfTpFevZs0VV5BYsKCNoheNkR6zEKJ+jZwspnUrjuU0zC3a0bixGBvuvx8V8GMEApiF3ejzwINYRUUtv8d2IPbBBFQwWKcAjfL50IkE8RnTiRxyaJPbSq9aRfK7BRh5Ue/ly+fDKSsj9uEHBHdpeFeAaBvSYxZC1MsqKsI/YECdHqzWGjeRIPfIli9MKzj1VFCK9Lp1pBYuRFdW4FaU45aW4pSUYK9dw/r7m35IyHarwYpwLSgXW199daW8Sm6i3UliFkLUSylFz6uvwQiHcSoqsEtLcWMxgsOGkX/ir1vcbmjECHpddz3KdbyDGAJ+8PnANNG2jV1aSmrx4gz+JF1T7hFHoBPJOoeW6HQaDEVoZJNOF6zl69sX/447oisq0LaNG4+jTJPIoU3vdYvMkaFsIUSDAjvtxIAXXqTq00+xS0oI7Lwz4b32qj2is6VSS77HysvFjOaRXLYMHU/U1Ng2IZ3CCLe+SElXl3fCr6j67DNSixfh1iRnZZh0/9NlmPn5zWpLmSa977iLkjv+Tvzrr7EKu9H94osJDtutLUIX2yCJWQjRKDMSIXpUZk9yTc2fV3vUp69Xb1LLl6MdB4VXzSyw+x4ZvV9XZITD9H3wIao+/5zqr6Zi5ueTe8QR+Aft0KL2zPx8et16W4ajFC0hiXk7lV6xgqr/vkZ66RJ8Ow0mcuzxWH37ZTsstOuiq6tR4bDU/u3CzO7d0Y4NgBHwE9hhB9x4NQDatvEPHNDo9ztlpSSmfolOpwiO2hur9/a5D1r5/UTGjiUydmy2QxEZJIm5HdhrVlPx72dIzpiGkZdP5IQTCR96eJsnntj772KvXEH0tDPr1C9Ozp7F+mv/ik7bKMsiNW8uVe+9Q/fb7iAwrG3P8W1McvYsNtxyAzoWQ4XDFP7tWoLNnCsTjdPpNKX3340RCpN70ql1zj1uT5GfHU3sgw+8XrJpoiwTMzcXnU6jkwlyDhrT4PfGp31F6U3XgW2jtXcmdN55vydy7C/a7wdoAq019qqVGMEgZvce2Q5HdCKSmNuYXbyO4osuwI3FMMJh7DWr2XjvndgrlpN3zvg2u6+zfj2l99wJto3Vtx+Rnx0NeD3SsnvvAk2dM2jdqio23nc3PR97qsHzf7XrQjqNaoOjD+3idWy47iq01hg15/FuuP5qih57skP3huzidZQ//ADplSsJ/HQEeeeel5FDHBrjVpRjr1qJ2bMXZjNOXdKpFPaKFcTeeRuA1HcL6Hn3/W0VZqMCuw4j+otfUvH6a6BA+fzoVAoUdLvwEqwe9ScynUpRdvvNKEOhcnO9P7Ntyv/5KMF998fq2TG2WNlrVrPhuquwV60CrQmM2pvCv17d5r8bomuQxNzGYq+9gq6K1fZMlM+H9vuJvfYKkV+1fGXrthh5eQR2G469YjmBobvW/rmzbi3O+hJUTk6d61U4jL1qFc76EqweW1dgqvrgfcofug+dThMcuRcFf7sWIxzOWLzpBQvQjoNRE5cRDOLGYqTmz++wiVknk6y//FLskhKMQICqd97CLSuj27U3ZPxebjxO1QfvkfzyC1Jz56AMA+04hA85nLyLLkVZ2/6r7JSVgmNj5OWD65Jc8G3G42wqpRQF5/+e0Ki9qPjvG9hr1+DfcSeivzyBwC4Nnyed+m4BOpWq87unLAutNclZM7GO+Fl7hL9NpbfeRHrFCoyal4fE1ClUPv8Meeecl+XIRGcgibmNJb+eBf66PUxlmmjTwF66tM3uq3w+iu55YOsvmGb9exYB0PV+wKeX/ED5A/egAgFUKERixjQqnniM/IsuzVy8oSBojdYapZS3BURr7887qPSypThlZbUjD4bfR/yLz9Cum/FpirJbbyA++X+45eWoaJ5XW9p1qf7wfcy+fcj99anbbMPs3gMVCKArykEpQmPafl5Saw2uW+8qbqUUob32JrTX3k1uT/n9dX5PtmisTUZyWsIpLyc5dw7a9V40lWlihENUT5rYpRJzetkS7GXLsAYOxDewZQvONrFXriA5eybKHyC4z77ey+N2TBJzG7N69/ES8BYF/7XWYDsYhd2grHml81odT88ifDvuRPqH72uHAgF0LIZ/6DDMgsKtvsdevsz74PP5AFCBAKlv52c0rsAeI7AGDiK95HuUaaFtG1//AQT27LhzzCocBsfZnIjTtjdU2WDhh5ZLzZ/nDfUaBiTi3v0NA4JBqt96s0mJWZkmVr/+FFzyJ1QwSLiRedzW0uk0lf9+muq33kAnEgRG7kX0wkuxinq1ql3fkJ9g9izCWbsGIhGUUrjV1Si/n8Covbz9tz+qhtXevNGeSkgl0eEwKpqHtm2s/AK04xB77v9IzfmG0M+OJjyu850UpV2X8gfvIf7RB97vutaEDj2cvIv+1OwXUq01lf/3BFWvvgyuA4ZJxSMWeVdcRWi/A9roJ+j4ZNlrG4uccCIohU4mAa+UoVtRgX/47vj6989KTAV/vhIjEsGtrMQpL8eNVWJEo+T/8fJ6rzf79vMOHLBttNboZBLfkCEZjUn5/fS48x5yf3kigd33IPKLE+hx74OtOsGorVl9+xH+2dHoqircykp0KukNK7dBUggf9XOwHdAaY8s9qoaBTiaa3pBhEDnqGHLGHdqk4e+Wqnz6capeeREsCxWNkpw5g9Ir/oROp1rVrjIMut90K1bfvt5zr6rCiEQovOYGyq6/mnUnHMP688/GKS3N0E/SghgDASLH/QIVyUUbppekHZfc08+k+qMJxF58jtSiBVTcexfpH77PWpwtlZwxjfiHE1A5ORiRCConh/iHE0jNnN7stlLfzKbq1ZdR4TBGXr439G8alN9xC25lZRtE3zlIj7mNBYYNp+DPV7LxkQdxq6rAdQnuvS+Fl1+RsXvodApn/XpvqLKmV9sY38BBFD31LNX/m4S9fBm+HXYkdOBBGOGceq/3Dx5CdPz5VPzrn2hX499lKHnnnp+x+DcxciLk/S7z7bYVpRT5F15C6IDROMXF+AYPwerVm6o3XiG9YB6+HXYiePhR9Y5CNFf07N+hkwmqXn8VY4v2dHU14aOOaXX7maTTKarfeROVE6lN/ioviltaSnL2TIJ77duq9q2+/ej52FPYy5ai02l8O+5E/P13Sc+bg8rPx16xnKrX/0M0i8PGhX+7luCovama8B5GTg6RE04kOGIklc89UzNFE0bHYrgby7IWY0ulZs3wpidqesfKMNCuS3L2DAKjmj4tARD/5CNwdZ2pDhUI4FbGSM6YRmjMuIzG3llIYm4H4bGHEBp9EPbaNRg5EczC1n9Qb+KUbqD08otxSzdg9u5N4R0P1C44aYyREyHSjA/0yHEnED78KHQygZGXn9Whwo5EKUWwZrjdrayg9I8X4BSvRRkGqSmfU/3W6xTe/TBmK4dwlVLknXMe9tKlpObPRTsOWBZW//5EzjirzrXJ6V9h5OXhG7Jzq+4JXpItv+cOUrOmE/758UROO6sJ35NGp9OoH61A1lqjM9QLUkrh+3EhjU2/k40cvtFelGGQc+RR5BxZtzBL+LAjiE94F6d0A/5dd8M/fPcsRdhyRs8ib0qlzh8amD1asCI+lWpg3Faj7XRLwusSJDG3E+Xz4evfeNGElkhM/AineC1mfgHOyhUkp0wmdHhmqzRtYoRCINs9GhR/7y3cdWsx8/JqFye55Rupevk5ohdd1qI23Zpeldm9ByoYpNvtd5H6ZjbppUuwevclMHJUnSFpe+UKyq75C7guRn4eZjSf6F+vw7fj4BbdPzl9GsnPP0WFQlS9/DzBcYdh9e7b6PcY4Rx8Ow3x1gtssaUJBf7d2iYRBccdSvXEj0jPn4s1cBA5x/+qTe7TWmbPIno88QxueTlGYbdOWUQnPPYQql5+Abe8DBUIopNJjLx8QmMPaXZbwQMPJj55Up3FfNq2AUXgp3tmOPLOQxJzJ7ep96qTCVAGKjc7BSO6otTM6STefwtch8BhRxHYZ//Gr/9mNto0cFavgni1N79a0I30nK9bdP/EpxOJPXAnaG94L3rNzfiGDiPw0z0b/NAye/QkMGpvEp/9D4XCKSmm8r47KHzgsTrXaa2x588hOXkSOl6Nb/cRBA44CBWs++Jl5OaCAh2Pez9PsGlb5PL++GdKr7wMtzIG2gVlED37d5httM/YCIXodud96EQi64u/tkX5/J264IiRl0/3+x4m9p8XSX07D//QYUROPBkj2vzPnsA++xHcZz+vitumo0QNg+jZ4zv1M2otScydXHDsoaR/WExq5jQC+x9IYJ/9sh1Sl5Cc8hmVd9zkDYkqRWrGV+iLLic47vAGv8caMJDUZ5MgmQLT8FZsF6/D2KP5b/5OSTGx++8Enw/l96Pj1VTcfA2FT7+I8vkb/D4VCBD905Xey0DNoRA6laxzjbbTxO68hfT0qWjXAWWS+ux/xP/9JNGb7sTst3lkx7/b7kQvuozUrOmEDj8Ks6CgSfH7dtiRHk/9m+RXU9HVVfh/uidm9x5bb3PKIKXUVsPnzaHTKdzSDd7LbnDrdtLfzAa/H98uu9bz3dsXs2cReX+4pNXtKNMk/6rrSc6YRuKLzzBCIULjDsU3+CcZiLLzksTcySnTJDr+D9kOo8upfu4plGWhQl4PUScTVP/7qUYTc+iYX1D9zJNAzT5x7f0f/9ChpGZOx9+MrV/O6lXeFjW/l4Q3LxbaiFlPAZgtmQWFhE8+neoXnkEFguT+vu5+88Qbr5L66gtUbh7GFknSrayg8uZryXvkyTpDrKFDjyB06BFNjn0TI5xDaMw4dCJO5W3Xk/56FkZeHrlX34yVgfnvTHJWLKPiuivQFRVgWUT+cg3+Pfeq/bqOVVJ+/22gFNGrb27Wf0vROGUYBPfah+Be+2Q7lA6j801wtDGdTuMs/QGneG22Q9luaK1JvPcmFVdcTNUTj3r7dbMdUzwO5hbvraa1zW1JVp++BA4eB36/l5T9Poyi3iQ+eIeKG//arJ/LLCqq3aIG3osBPl/drVKNiJx8Bj1eeovuz7+Of/cRdb4Wf/MVVDC8Vc9VhSM464ux581pcpxNEX/9P6S/meXt562upvLvN2a0/UyI3ft33PKNqJyI9+933FTnv5e2bbDTYNu4G7O3FUtsH6THvAW3pJjK6/6Cu2G9N6941HGEzjqvQ89XNcQt34hbvBZzxyGtPju3rdmzZ1D9+CMQEI39AAAgAElEQVQoy8JeuAAVCBA+/extfJNNeurnEA5jDR2e8T25/n32J/Huf8FnAQpdHSMwZtuHxkf/cjUVtk3623kY0SjRK69Fp9O4lRW1vd+mMHv1Ieec86l64h9owwClyL3yWjAtEhPexlm8CGuPPfEfcFCDv5+qvj3grouurKx3PlAphXZdnLWr8Q2v/9hFrTX2zGk4q5bj231PzEE7bvNncUuKAcNrPxjCLd3QpkPaLeGsXV07f64CXoEQHatEFXq1yI28fEK/PBkVCBA4cEwWIxXbA0nMW6j+10O4xWtRuVFvX967/8U3al98w3+a7dCaxd1QQvml53tzeweOJXJp5vZMtwVnzSpvX2Qo7CWGJY0XXUjN+ApnxVKq3n8DtIs5eGci192GCmSuGEnOWePRFeUkJ0/yVhPvtR+R8y5q9Hvsb+cSf/7/sHIjRB74J+bAHVqVfEJHH4d/n/1x15dg9u6DkZdP/NknSLzxMqBIfTIB4tUEDmtGfWjD8Oq123btlpc6K4MNo9FyiMkJbxN//BFwHOKBANHb799mcg4cPI7k/z7GLfeq3AXGHdahkjKAb/cRpL78HMI56EQ1Zo8i1JbPQSlyflv/oTPacbBnTCU9/UtUKIx/zGGYO+zUTpGLrkgS8xacVStq61orw0CjcIvXZTmq5nOWL0NXV6H8ftKzpmU7nG3yjdgLFQrjVlaAofA3kmh0Ik71PbfAIcfgxirANHG/nUvi9ZcInfybjMWk/H5yL7+KyIWX4axchrtqJc6K5ZhDdq43qbjlG4nd+De0Y6NdjbP0B6L/fNZbgNUKZvcedVanpj79BIIhb0FYdRWpyZ80LzEDgUOO8EYDyssABf0GevXbk96KZt+IkbXX6ng1VXffgrN4IYFfnkzqi0/BMlG5ueiNG0l/M2ubidm3x55Eb/g7qWlTMHv3JXDokc2KN1N0Io4u34gq6LbV6EXOhZeBaWHPnY05aBiRiy9v0kiTdl2q774Fe/oU0N6IQur9twiOv4jAIdn5OUXnJ4l5C9auw0l9PAHt90PN3F5nfPO1hu6Gtcuu2AsXED6r7Y6WzBSzdx+i9z6KPX8uZr8BjS4Mcjes98o62jbEaopV+P04ixe2SWzJV54n+eYrtTWBrb33J/zHv271oe0Wr/VqZudEQGvcjaXoqhiqBVtI6qNdF3vWNEgmoGw9Or+bV5u7b/PLuoZO/Q2pmdO8KRul0KkUOp1CWRaRK66ts+o7+ckHpGdOQ+WESTz7OL4Dx+EsXICm2isq0cT7+3bbHV8b7GF2vl9I8s1XUQWFBE88fatT08CbH04+9wSpCW/jnXdqETjhVPzHnVj7kmVEIuT++apm39+ePQN7+peQk+utCsdbp5J44hH8+x3k1VMXopkkMW8h/NvzcctKsWdOA7+f8AWXYrWwMEM2qWCQ6C33ZDuMZjGLemMW9d7mdUZ+Adiut7jKMLwqT6kURp9+zb6n1prUay+Qeve/qIJCQhdfgTlgUO3XneVLvaQcDqMM05tf/epz7Jlf4dur7rY0s98AjGge7voStAJr8M6o3CgN0VU1+3trPtC3FWf1LVeRnvgBuA7KdaGqElXUh+Avmn90qJEbJf/eR6n+7yukPp0Irotv9xEEf/5LrAED61xbuyc47Q19B08+ExUKY3+/EP/Bh2BtsXK5vbkV5cSuvwISCXBd3HVrybniuq2uSz7/FMl3XvdKhJombjpF9T/uIzVlMpHb7m9VkQ971jS069ZZ3e5NFaRxFn+H9aOFd0I0hSTmLahwmNyrb0an02CanbIqT1enciKEzr4AVq+pHdVQPYoInnBKs9uyZ08n+fKzEAyhVy6j+rariTzybG2idL5f5LVveL1jpRSu42J/N3+rxKxCYXJvv5/kxxPANDGjEVJvvIS54xCsPUbWvedL/4ez7AdAYfTui//E0/Hve2DDcc6aTvqT971eu88HrlewQylIPHw34evvaPacrQrnkHPKb8g5pfHhf//Bh+AsW4qz6FsCx/8as2cR4d91jO15bvFaSKe9NSHpFM6iBVtdo5MJUhPeRNUcvwigTAviceypn3sLvFoxqqEiW5e/9Y661BDKTm9ZV1fh/LAI5fNjDN65wy/+FFuTxFyPphwEIbIneMzxGO+9S+AXJ6GieQROOgOjkd5pQ/S6tWitMXw+tGXhri+BmhrUAEbvPt5Q7xZnRCvDwOg3sN72jG7dCZ5wMvHbriYx72svgZomgV+dTuCXp5D634ckHrsfZZioiBevLikm8cDt6JJ1BH5efxnJ9MQJ3giBVfMBqxRoF5UbxVk4H3fJYswdM3va1ybK8hE+u2MeLGL2H4jRrYdXmxzwHbZ1KVp7zizvDOtQCCK5qJoXbqNvX3QsVm9ibQ7fQeNIvv4SOpVE+QNeUq6KYRT1xtypbf6bNMYtXkv19ZejKyvA1Zi7DCN05U3ymdbJZCQxK6WeBI4BirXWu2WiTSEao0Jhcv70t1a1YQ7/KcofwC0vA6XwjdynzrYrc+ddsfbcC3vGV7iOgzINzEE74t+v4d6tM3c29rdzUJGol8wdh+Srz+E7+DCSTz2KCoTqfkiGQuD4SL30DL4Dx2Hkb33AibtqhZeUHcdLyq5G5UZrXxac7xe2WWLuiOw5s0h/9TkqHCZ0+VW4PyxGRfOwRtYtUJH6+F0STzwCVZXoqhi6rBSjTz+U349SBuYOg1s9Kmb27kvo0iuJP3w3uroatIvRpy/hK2/Iyohb4ulHcTeWYkS8eu32vG9IT5yA//COdQKZaFymesxPAw8Bz2SoPZEl7qrluGtWoXoUYQxo3XaftqC1xv5yMnrdGuL/uBf/0b/E7F9/D3ZbzL79ybnpHtKffYIqKMR/WN0PL6UU4cuvwZ7+JfaC+RgDB+Hf70BUILB1XFUxsCzvf5WqfW7eMKIiPX0K2k5j5Gy9pUuZFq7rkp76OYEjfr7116N5GN16eG2nbQiHMbp12xRkbXWy1nBWLkMXr8Xo2x+jqE+r22srqc8mknj0bm9tgatJfzKBnFsfwPjRyUY6lSL578dRwRCqRxF6fTE4Nm7peoy8ArBt/Kf+NiMx+fcdjW/PvXGWLEYFghit3CbXGu7aNSif9zumlEKjvSF/0alkJDFrrT9VSg3KRFsiO3QiTuKhO7C/mQGGCa63Pzj0p2taPdyXSemP3iHx1KPoQ44j/foLpF9/AWvvAwhecFmLFoCZO+zU6Mp7ZZr49jkA3z4H1Pt1rTXJp/9B+qN3wTTwn3imt1AsEYdAEB2r8BKddr0eb0NcF12zz/fH/If+jMSCuahefep84Gs7jTJMrBEtX4Cl43ES992C/e2c2vre1r4HERx/CcrqeMOfqeefRPkCtS9HbnkZqU/eJ3hS3blyXV4GaRuVE8TIL0AbBu6GEohXYwzZBf8pv8W/d+OHkjSH8vuxds5+DW1z6HDSH7/nVZ+rWYtgDhma7bBEM8nqJgFA8sWnsWdPh5yIt8UjJwdn4bcknngw26HVkXrjJUgla+dvQWPPm031TVd4ZTTbmbtogfdBmJMDPj+p/zxD8NK/QTiMrizHHLQT4b/djNmzt7foqCGmidmr/p6qte9ozGF7oCsrvL24to2OVUIiQeC3F9SWkdwqtjWrsGdOxS1peC9+8oUnsefNhpwcr+edE8H+YhLp999szmNoNzqZqLs3XBlQVbXVdaqwm1csJJlAKYWRl4/Rowf+X59B5N5/ZTQpdyTB08/B+ulIdKwCqqsIHPdrrC76s3ZlSmudmYa8HvPbDc0xK6XGA+MBioqKRr744osZuW9nF4vFiETq/2BtPxp36Q9gKOBHQ3CuizFgh60PRs8Sd9kSSCWpKuhGzsYN3qIo0/QqWvUoajBJtYp2oboa7TqoQMjrjWwSj+OuXe31NrX2ntfAHet5Xhp3+VLvheLHX3O94+6MgTt6c8j1xqC9xFyx0et5B7yeIPWcggSgN5R4C4BqqPwCVH7hVr9v7tLvt/7vrjUYJkYLpwjakl5fgq4s37xVTmuM3n3rfw7xatx1a7zrACwLo0//FhV9afTvqdbeDoGa38MOQbuAavj3qZ10jM+3jmHs2LEztNZNOv2k3VZla60fAx4DGDVqlB4zZkx73bpDmzRpEtl+Frq6itgT93irVn/0F1lXVZFzx6MYTdhj3B4SL68g9dwjTD/xHEa99hSgMPr0QycSBM4cjz/Dz9JZtIDE3dejk0lwHTBMrP0OInDuJV51uHSa+A1/8bY/aY1v3BEEx42rty372znEb/dqZ6tgqOac42qUaRG89K/4Ru6bkZjtubOIP3UvhHK8GB0HEtWEb7yXyUuWM2bMGHQqSfL1F0i98iREcjEKCms/xDcNkUf+8UJG4skknUqRePYx7M8/RQWC3pD06LENXu+Wl+HMmYUKhTF3H9ni1cn1/T3VWpOe8Cbp15/3SpxqjXXAWAJnnNesuuhdWUf4fOuMOv12KWf+NzjfL8To3Qdz5H4dbrFSJjjLl2D/70MIBPEdfky9K3dbJRTG6NUHd31xnb2XOpVEhXNQHejA8sCvTsOeNMHr4AWCGAXd0JYFpoG5S2Y3BGjbJnH/LWjbru2Ja9fF/nwS5m4j8O0/BuXzEbr27zgL5qKCQYwhQ9GJBMln/4HzzUxUUW+C516M0asv1tDh5Nz2IMl338Ce9rmXyEePw3/0LzAHbvswiKZy5s8B26ldFaxM0ysTunA++LyfI/HIXTgzp3o9vLIN3s/Ys2YBVXU11pjmH/PYHpTfT+icC+GcC5t0vZFXgDG6/hel1rK/nEzqxae8EqnhHLTrYE/+CJQieHbT4hOiPpnaLvUCMAborpRaCVyntX4iE203Jj35Y5JPPgSON4zkO/xYAqds41SiTsZdvYLEzVfUHjlof/k/wrc8mJGVuJsopQiceR7xu27w5i4DQW8eV0Pgtxc2PjfazpRhEL76dvjoQ1Revnc0n+PgP/qEjCY3AHfxAnS8ChXaXOZRGQbaNLEnTcC3/xjvz/x+rN33rL0m8dy/sD+b6M0zf7+Q+N+vIXznYyjLwujTj9C5F8K5bffBrXr2qjNcW7v/urA7VCbQqZSXlHOjGIEA7qrl6Fi5t3/b58fo1gP/CadlJBYdr8ZdvQKjqE+7LCLU6RTOvK/BdTB32Q0Vbrth1PRbL4PPV9sLV4aJDkewP/sEfdJZbTOtIrYLmVqV3fyySxmQfus/3l+MSC7acUh/8Bb+k87qUhW77NnT0YlE7Uk3unwj7pJFmLvWfyxfS1nD9yR89e2kXn8RZ/kSjEE74T/uJKzd2vdkrfTMqSQfuQPfEccTOPGMeq8x+vTD6D+I4Pg/omMVmLvslpGkrG0bZ+pkdCqJtc9orwJcvQEY6FSywXacubMhFPJWNUd86IpydNl6VI9erY6xKXz7jCb935dxNxR7K+xtGzVgEObuI+Hzz2sSsFVTb7wCZRredKSTxjr+1/hGH4I96X0wDHxjjqx7ylIz6PIy4jdchq6sQAWCBK+5o023YulEgsStV+KuXg4oVF4+wWvuzPwI06b7bSgBX90ha2WaaKXQleWSmEWLdZyuUEts2hIA3mKHLlh6TkUitdWnvMUuLrRRL8AcMpTQX25ok7abyl30LTpWiTNvNjSQmAGvIMgBYzJ678RTD+B+8SkaTerFJ9AodPFadF5B7Ye71hrSKaz9Dm6wHaNPf5z5s8HnRyeTXrWp3JYlt5ZQoTDhG+8h9fG7uN8vwtxlGL5xR27RszMI/OYCkk89AlUxFArVqy/YNkYwRPLO69AVZQDYn31C6KYH6j/b+UfcVctx1xdj7jAEFc3Dnj0NXVbqlcws34g9dTL+Y09qs5/b/mIi7oolsKm4S+kG0m+/QuD0tjnIxdhxCM538yAnF52MQ2UF2GnvhLoMHkEqtj+dOjH7TzmHxL03oaurQGv8p/2uS/WWAaz9xmBP+dT7AEDjO+zn3urdLsr/8xMxivpg7pr5k4gaorXGfu813PfeqFmR7C3qUv0Hobt1g5IStKtrV2MbOwzBd3DDc7CB3/6exB3X4q4vRlkWgT9c0aTElkkqN0rg+JMb/LrvoMMwd/wJiUfuQK9Y5r3U1qwq1/EqVHTTCE0Z7ool29wLm57yP1JPP+QVPAkECF51J0a3HmAodNw7icroXtRoG62lYxVQUz4V8P47VtS/NzwT/CecQfy2v6E3FEN1bPPqb7+fxB1XE7rmLlR469OuhNiWTp2YrWF7EL71IdzlP6B69Mr4HGNHoHw+gn++Ab1utTf/171ntkNqUyqcg2/M4e16T/urz0i//ry35aa6CtIpQIHlwyzohutqjCHDMHr2wtp9T8xR+ze6utfo3pPQ7Y+gKzaiwpEOu0LX6DeQ0F9vI/n8v9BrVmEdfDjGoJ1Iv/uat5K7JlE3ZSg7/fpzYFqoQMDrHU/+EN8vT8d/6u+wv/oMc7cRmPse1KY/j7nbCNJvvlz7IoDWmKPabg+vOXhngn++kcT1l3gr2v1+VF6BN7VWso70px/iP/L4Nru/6Lo6dWIGMHr2wujZPnN32aIMA9W7+VWtRNM4n34ApolR1Nvb+xurhEQcUkl0wI8KBPAfdTzWyP223VgNZRioNprbzCSVGyV43mW1/661NyqTnvAGmBb+U8/F6LntrXIqGEKXl6G19xLirF4Brz6DuetPCf311jaLf0vmjj8hcNFfSb/2HNg21hHH4tt7dJve08jLQ+UXbr0Y07Jw538NkphFC3T6xCxEq21ada6UdwRgTgS9egUkE+DYWPsehDlin8bb6AJ0OkXyH3d6CcXvwzrgkG1um9KuC46N/6w/kLyvZlrJ70d/Mx17zgzsj97GP/4yrD0zs0d7W6w9RmHt0aQaDhmhcqPe8L/r1p1GcxyvRne8Cl1dhSro3uWm2UTbkcQsOgUdryL56J24SxZh7TcW+gzOWNu+Q44iuWCOt9LasqC6CmPXPfCP/6NXl7lHUZfcH/9j6fffwJn6qVdNraAbzucf4+y6R4MjBe6alSTvuR5duRHrsOMI3f0EuipG4uoLvb29pomursL+7KN2S8zborVGF6/xTpgq6N7q9lQkirnXaJypn6JzcrwSocmk97+xchJ/Prv2Ouu087GGj9xGi0JIrWzRSdiTJuAsmAOWhT35A2+oOUPMPfbCd+YF3n7leAJzxN4E/3gtZt+BqMLuuAu+wZn5Bbp0fcbuCeCWlnirzzf9+/IfSH/0FvbkD+qU02wv7oJvIB6HVAIqNoLr4K5b3eD16Xdf9RZXhSPYH76JLi/DyC/0Fo6lkt4KdtfGyO/Wjj+FR2uNM282umxD3ZhffJzkjZeSuPoP2JM/zMi9AmeejzX6EEgkoLoKlRvF2mMEzjfTvHULhom7ZBGph27BXbsqI/cUXZv0mEWnULeie+Z7r77Rh+Abfcjm+7kuzqplpB++BapiXpEOrTHHHoX1izMy0oO233ge56tPCd72GM4P35F+6gGvWI5S2O/8h8AVt0NuFHfGF94pVQN3whjcdicYGbvsjvPVZO9h+wNgWpgDdmjwehXN955L2XqojpG8/mJ8Z16I/3d/JPnALVBdierdH9V/IMmbLkVXVmAMH4nv56e0eP5dJxPokjWo3HxUXkHDF27cQOrBmzD3H4f/zD9431tViTP5AwjngGOTfvN5rAMPa1EcW1KBIIGz/oD/5HPQ8SqIRElediYqHPYK0him9zy1xvlyEsbxmSneIrouScyiU/AdfATu/K9xlyz0eicNHN7QWjpWQfrlJ3FmfQll670P1B69vH2xrovzydsYO/wEc0Trh2ato0/E3H0UOppP+tlHvGI5NdtrdEU5qbdegJVLcRfO8yqxGQbGwUfiP+dPbTJf6Tvql+jiNThfTgLLh++YkzCGjWj4+mNORJeX4kx8B3oUgS9A+tlHCN73b0J3Pg7VVdgzP8d55f/QPh+YFu7U/5FcNI/A1fei/Fufa90Yd80KUvff4I2WuC7Wr8/GGt1AYs3vhn/85agBW+zU8Pm9f5IJbw64W2a3b6lgEBUMotMpSKdr9zIrvw/Vuy86VukdwCHENkhiFp2CCucQvGyL4ieTJrXJfVL/ugv9w3e1Z1KTjEN5KeR321yO89P3M5KYjaI+UNTHO7s5lYScLUpWWqa3CGv59962JdOLx/3kbdL53fCf+NtW3//HlGnh/+1F2EOHo9euxNx510ZHBlQojP/Es0jMmuK9KLk1RXDQKMtCR3Jx3n0FHQigNlXIikTRG0tx50zHHFn/GdcNSf/7UXR1DBWOoG0b++UnMXcfhYpu3XNWSmHuWXduXPkD+C+8ivTLT6JCYXynnd+s+zeV8vkxdtoFd8lC2FRjXWtQCnP3lp+dLbYfMscsRA23eA16ySJ0Ts0pW0rVLOKpoPZ4VMOEqlhmbxwIeguREtVeHOk0unQDevlir5KU62w+f1oZOP973yum0Qbsd17CeeGfOJ+8TerBG3EXz2/0epVXgHXEL2q2lyWwfv3bzbXVXQeqKsH60Z5v295q7rcpdGmJN4IBKMuqKSDSvB6oOWRXglfdReBPN7ZpeVDfqeMhGMaNxbwYq6sw99gbowMs/tKOjd64AW03UHJWZJ30mIXYJJ3yznVWqjYBgK4zwa3SKYw99m5SczpRjd5Q4iXdmkSifpyk8Hp3/vP/QvKBG705yvXF3vX+INg1FaUc20vOfj9YFnrtKtTg6FZtuWtW4EybDFWVGD/ZDWP4Xs0qcOJM/xwdCKJ8fnRlOc7cmduc1/YdewrW2KPAMOvUh1aWD9W7P7pkbe2pZVp7vWljwE5NjmkTc9gI7CmT0CEgmURFctut/nhzGX0GELzpYZxZX6I3lmIMHooxZNesb5ly164k/citUFkOgQC+8Vdg7LhzVmMSW5PEvB3Trov79VR0yRqMIbth7PCTbIfUbrTr4M6bCZUVqH6DMAbshOrdH6L56PIyb643rwDKNnhJOpkAO43q1hPr4J9ts313zQrSD94IyUTNWb2uV9Xskhswevff6nqj/w4Eb3iI9OvP4H7+EeQXojeWej1R7da8HLjQvQhl26jCrbf62BPfwXn7BW9vsQJn+mRUt1fxX3QdKjevSc/F6DsQ95tpaKipod20wjYNte87+XekHr7ZG3VQCgUYw0ehBjde4rM+1olng1I482ahevfHd9oFqDasSa1dF9JJ7wVJa5z5syARxxg0BFW47aNQVTgH64BDtnlde7Kffcg7YCOcg07GST9+F/5bHtsutgN2JpKYt2P2uy/jfPymV3bRes17e955eLbDanPadbGfuAdnwdcoQCuF9etzsPYeg//8K0j94+9QUeaV3dx5N1TP3hCPYwzfE2v0YU06StB+83mvsEROBNasBO2itYv7zbR6EzN4H+SsWQHhHO+DMjfqLRZyXW9I3XWhKoYxavRWicFdu8pLyoEgassjH0vWYr/5HL7Tft+kZ+M79TzSWuOuWoZ50BGYe7eujKYxeCj+q+7B+eITKC/DGD4SY/dRLeo5qkAQ32kX0HAx1Lp0MoHeUOyVycxp+pGT2nVxJr6D+8mb6EQ1BMPoofuTfneiV4tba4x9xmD96uys94CbS5es3XzAhj+Irqr0RoqauRBPtC1JzNsxd8rHEAyiLB+6Kobz5cTtIzEvmov73dfethmlwE7j/OdJzFEHYvQZgP/qe3Befhz3+wWonr3xnXAWqmcz5yPTKa9tgJBXg1sFczCGbuMYTX+g9sQ0Zfm8xWGl670eu+tAOgF2Eu06KGNzAnZnfuFVn/rxCWvhMM7ML7BO+l29w+g/piJR/Of9pVk/6rYY3Yswjm3fk2HdNctJP3KL99wA67Q/YDZxCsL58A2cD16FQAiCYVizHIbs7b0shcJe4v5yIqqob5NGT5pCV8XQJatRA4e0ae/V2GV33K+noQNBSCYw+u3Q7NXxou11rtc9kVEqr6C2EIRyXSho/0IQ4JWCdOdMw5k6EV28pu3vV1XpDatu+gA0LbRjQyoFgPvW87izvoB4Ffr7b0k/dBO6uu6CL6017oofcL+djS7buvCIdeSvvFXciTgqGMZ30bX4b3gYY0DjB60Y+xwMjuNVIdMaFQhi9O4H+YXeIQl9+uN+/y16zcq68cRj/Hi3N7C5p23bTX9AzaDtNPY7L5F+9FacmVNwF88ndfOlpP56DvYrT3rD+I1wF3xD+p+3k37uEfTG5i8Ia4j9/D+9+fpgyFtJ/9zD3jambdB2Gnfi2xAIey8ycW9BHgqoOQpTGQb4AzgT326wHefLT0g/fV+9vxv1ST/7IKm7r0Ivmtek61vKOuV8jFEHoEJhzGEj8I3P7EuYyAzpMW/HrNMvJP3P27051R13xjq0/Qvu65I12I/e4iU+18VRYIz9OdaRJ7bZPY0BO6EwvOTn83vDw30GoGr2RruzptR8MFvgD3iLuFYuRf1kN3QqibtoDs7nH6EXz/cWPCkwT78Ic9iem+8xeCj+v96Fu2qZV2SjsPvml6B6ekS6vBTnv//G/e5rVCKGLq1CB3OgsAckE14s+YUQq0SFc1A/qqZlDBmG88XHW7efTHirj9toLtb58HVvOsS0cBfXJBXLB5YfZ8rHEC3AOvwX9X6vu3IJ6SfuqvkXh/SyRfiuvKvOSEBL6Y3rvbnhTfGkU16S9W1jIVxVJdqxN/ciHXvz6056i1XMPl+DR0pq18V++XFIJnF69MY6ettnUBu77AGV5agWHo2pHcd7ccjN935XGqBCYXxnXNiie4j2I4l5O2b0GYD/+ochncracJb9n8fRVZWbC2u4Du7Et3F3G4XRr+GqU62huvfCd/afSD/3cE1FrcH4zrp08wU5EdhY6q1+1jV7c2uStv34nbjffQOxcijsiUJ7i6afexjjuofrLEZS3YswCnvgfPAq7uT3vcVjPftgnnRenZ9Nuy72P25Fb1gHwbD3ghkRwRAAACAASURBVJBKoi3LW8E8dB/UAYfgzp4CJWsxDzyyzupnAGPXPTGK+uKuWY4O5XjHHtYMf5vHnt5mw6N6pXeWswqF0eWlXi8/nAtKoU0fevE8aCAx62WLwXVQOd7qcl22wVstnNf6U7mM4XvhTPkEHQhAKonqPQAiW69i30pOFOUPoO2012P2+amtNLfl6vZk4v/Ze+/wOM/rzPv3PO8MOkAQ7L33LpISiyRShZKoSvVuy7Il9yS2N7GdTXazm2x2N/slduIW98SSbMnqskSJkiixiaLYe++dIEF0zACY9znfH+cdDMoAHIAgBZG4r4sXgcG8feY57T73aZ4rYC121jxk6xrMoOHNOmP1EZp7K8y9NcWrawhXVUnsZ/8AhccxBT0IffPvUuJBdKLjojOVfZnDGPOpGWWpjiIHdte10gAaLTkft3PTBT22HTOJ9H/4Ben//Bxpf/H3DSLQ0H1fxIgOziBahZ0yAzNgqKav9+9EU8YCpWeg5Aym+DRSVpw0belWvof78E/a/pSVg5w5hf/L/6uiIgHk0B6k+AwmOxfjeTqJqKA73jU3kfb3/47p0w/3g7+G916BLavxn/0R7vC+BscxoRDhb/wt3swbMLU1UFGO7dmXtKf+Cm/sOera5wE74zq9hkiF1sejFcipw0hFKfi1mL4Dm93W9O4PRjMXUlWhWuWtIGm1hNDdn8ObMx/btTvepKsIf/l7KRG1TCiEveVeZdPXVEN6plIFBCRX51JLTQ34MbxbH2iyvYjgf/w+bFsNtdX4v/8xsR/+De7I/na5ribHKzxO7H9+HbZvAOcjRYXI9g0X5FiduHjojJg78enB8/SfODD10pfGYNIuXBtMfSRbrO2IcYT/8v/gDu/D5HbBjBhXF/F4196C/9YfAvERFfwQcVATwW3fgG3UXuRWvgfhtIToRmYWEqlCdm3CTArUw2KxBFEMNEALhTB+Le6TD3CLXgLf1/GU4qC0CH/5IuyjX9OIvvSsHiM7l/ADX0LuexL8WEJt6wLCmzAN8+f/Ayk8gVu3HNm+DqmogLKzmFGTwa+h9v/9F51PPW4adsYNdU6QHTYG794vqOOSnUvo/i+lRFBLBSacRmja1fi1ETh+GP/lX+mxR006p4H2rr4Zk5GF/95r6jCNngyZWRjfRyKVmMxsvPu+0KB0EYf7ZAn+689AWobOqBbRcs0v/jfhP/97TPf27bv2VyzSzIgx2trXraeWPzrxmUanYe7EpwYTCmOvuBq3ZimSla1kqeoohNJSFvGoD6ksR47sw3TtgenVr+HfIpVag+vSra6W3OK59eiNl0S8wrv+TtxH70JVhUZ6ztf353XFLX4N36/FXjkXE0/HxmobGl09mwZkLDNkpC7iVZVaDy0qhHAadvoc/Dee0bS0vlOVx2IxKD+r0dmr/4FbsxSsxXvwK3gTr1TDYy+8UY7D9h8C/YcguzYi4XRMz1yIVEJpIbL+FITTNcew/B3cqsV4T3wHO1h75kMzr4eZ17f7Ofkfv4976/dahgilwekT+Pu2Y8ZNw3vwKy0aZ2MM3vRr8aYnWsXMkiVa9qmOQkH3pHVw8X3cey9BWrq22gX7IjMLqSrHX/4OobufaLhNZTlu/Qrk6AFMlwLs1KsxvVLrHQf0vaGwdhhkZmuZZOjolLfvRMdEp2G+BCG1Nbh3X0L2bIW8rni3PoTpnbwe9mnDu+sxqI2qqIUxOt/2wS8nDFuKkLISYj/+b2oQRLAPfhVvwnTEj+EWPo9bvaTOQNpZ87A33de2HtSaao3ye/TGVFdrC1M4TaPWilLc4tdw61cQ+s7/VeWrqdcgH7yOhMI6CKO2RgljoybW7dKEwniPfxP/Z/+AnC1SklFeF+zoScSe/bHWXcWBi29gsGOnQulZNcqZWVBbi1v4PN7E1js0ySDOtfr+eLc9DGWluDMnoCaqs6zrR8DhNKQ6iv/Mv2K+94OUInqpjkLZWcjvnnIGQM6cwi38g0at8UwF6Rq9bl2DGzUJ74rW6XRDIKISCKm43VuQXZuge291xLwQlBTVsfCbIJyu38d6cAd34//nvygxDR2S4la+h73xbry5t6d0TnbmDZjMbKSsGDv92lb1a3ei46LTMF+C8P/4c2TbOginw5mTxH7+j4T+7O/bZTB8e8OkZxB69BvIgnJlzRb0aJPBlB0bVMUrJxepjiBL34QJ03HvvoxbtVhJVdbTqGb52xpdzLmt9cfpUqCGsNECLNGICoPkdlG2bnkpdO2Od/2dUHgct309Ekhy2oe/hmlMRDp5FKzRWcajJtedmxk7BVlyTHtqc/K0pSs9HTstiOasp4a8tqZd6rNy8gixZ38EZwsxA4bhPfpNPacUYPK6Evry9/E/fAO3+LXk8qPpGUi0Etm+PpHKjx/7bCH+uy8h+3diuvfCTJqJe/flYMBHDqGn/xpT0POc5+HWL1PRHK/h8maMQbwQ8tEiaINhjsPfvBr3wr+rswTI4T2EHvxqXQ96UrKXcw2Y8VJbg//Mv4LvMJkJopb4Pu79V7BDR2MGDj/nuRhrMVfMavO1dKJjopP8dYlBqqPI9vWQlYtJS9cvfXVEvfsODJOdq4txW5WUcnLBoH2ztbXQpUB7UlctVgJPkHo0ngdpGbhlC1VysQVIdRS3bS1uw0fI6eP62odvQFkJnC1EKkqRcv1Hdq62VlWUactLMPHIhNMIPf5nhP/qnwl95W8I/c2P8MY2HaVoBgxT45uVS+jOx7DDVLIydO+TmOlz1CjX1mBcLd6j39CWqaxsvIe/isnJw/QfQuih85uWJM4R++0/Q0kRZOUiR/fjv/TL1u/n4B7tn24OvkOONCSvSaSS2M//Adm6RluUjh3APfdjqChTB6isFH/x66kd//Sp5o8fCmsrVbLtolXqQB3YmRhakux9a5ao7nl2nt6nTZ9oi1VuF+ygEZq1qf9+EYjVYq9KpOxl1ybNKjRqY4sLxPirFqdwpZ24VNEZMV9qqHPUpd4vpv4fLhqkJqpp23Yi9LQEM+YK7OybceuWYQaPxLvr8zqtyY81JZJ5IagqVwPgDLJni87nHTZWmcGA27Ia9/pvlXQVLNJm1ETk1EmN+jxPDWnRKcjKxvvW/8KcPqE9x5NmNFHgMl27YVoQcDEDhhL6638FYxu2XKVnEH7qu0hRIbEXfwGH9mD7JJjO3vhpeOOnnefdC1AdgYpSbXcCJD0TOXZQfz5biHv1N8hx/d0MGYOZMhszdmrT6DAjs069LDmkSV+127Ja1dHiUX8ohFCkIi/GQLSqWYPaGKZHb2R7M8eP1TbhH4AaZf9n/xOCY5iZ8/Buaab/OCdPPxfB/kjP0MwF4N39BPLv/6BSl+E0vQ++jxkyCjv16sQ+Ss8m9tEYXgjOnErpWjtxaaLTMF9iMGkZmIkzkE0fI6E08GuVUXouKch2hOzdhnv3j0jhMTU0Y6dib34g6dzcFvezfwdu0R+VCTtsLPaWh5odWmCsxbvtYa1zxrd3TluUamoa1idrq6GgJyIgv/k/yInD6rdk5+F9+b9prfiVXyppKCNoJRNBdm6EwaMgUontPwQ5shd69obaWkxFGfaKqzkfxFPjUlkOxw+qHGT/odrS1q0noSf/i0aQ58m6Fedwa5fCkb1aI505T52X9EzI64qUl+ixqyOYEeOR6gj+b/4JyouhqlIzMKdPILs2YuY/hL3iGtwHr6l0Zb+hmHFTlZ2dJKUrImAtdlwjZ6KsWOv19ZGdC8Vn1GEA2LYWt2MDdkzTjEN92GnX4pa/jcRiDcQ2JJjSZa++pek92bddMwWZ2ZqO/mgRMu++phKngHfz/cQO79X7ZCz2wa8mrrNnX7xHvo5btRg5eQyyc7DT52CnzGrooHbtoVyFZGjGeejE5YNOw3wJwrv3SVxBD2RvQP666b5Wk6naCrdnC+73P1ImcWaOGrRta/CP7MX76v/AZCYhxiSBHNmH/+wPlbDlhZD1K3ClZ7GPfytlsQxjLfbm+3Gv/EaNdDhN65Uuhr3lAdizWY1yRpYep6wYt3YJFJ/W+mH9hdQYyMiGI3sJ/eUPMJnZ+GuW4P70LKb/EMzQ1k9LSnrdp47i//aftGYsDjP+SuzdXwz6zTOQ/HCbiFn14RY+h6xdquleP4a/Zgnm6vnYkRMJPfEd/N//GCk6hRk8Eu++L8Gxg5phSMtU4RUbtLg5h6x4B7dtHXJ0n0Z6h/fAoFGY7n2QwmNIZo4+LxGkqhSqyjUqDmZPx2GGjoFlb9UZcxV2cco2rqnW1LEfw21cqS1HXQqa7b83BT2xdzyGe+NZpCaizzEWA4NmMyY0JcipUySBfGmtOinN3GOT343Qt/63Og05eXVZFqmtxb3wEzXy1mCcYKbOxk67tsln1oycAJnZSCTSoEtA/Jga+xkdaypVR4GW6taq01/QEztu+iUpptJpmC9BmFAYb949MO+ei3pcEUHefVEXtPRgsTEGsnKhrAS3YQXerJtS2pdbv1wjqCCtihdCDuyE8pK6+m0q8KZeA+mZyOJX1dj06oeddy921ETcpo8BSbQzCWoEjh/WaLkxrFVjFkRWdmww9L62RlPafQelfF7Nwb35jLbkZGarMduyGibPhqFj8D98HVn2lrZS3fcUduSk1h9ARI1yRraed2kRlBUjbz2L/2465tZH1OjU36RQ6+taDalXIhE1ZHL8gDphgQHmyB7s03+De/sFZP9OlbSsrYZIhRrA9Ez85/4V76t/V9fXa4aMxkyehWzUYRxYD9Ozn6Z8zxYG0bSBLZ/g79+mve4z52Hn3JnUSfGuvA47YJhGrscPQV5X7FXXYYaPT+7UDB2DmTYHWf0hpGU0jIKTwITC0KNPg9fc6sXKvM4K7oXzkeVvwohxMGB4k+1DT3yH2G/+ScVZnOhttRZ7x2OYfoObPXbdc/H9pBH9pQopPIb/n/+fkkSdA2vw338F77G/UI7GJYROw9yJ9kNUU5wEEUQDeB7s2gizbtJo6MQh5MwJTJduMGB408UyvhA3hrRM2EoGb/w0SFKHNcPG6SJaUaYvpKVhJ83EnT4BZ04oq73BsUXrgjl5qm39q39UaU7Atx723qcSxrqNkNLihJ6zMSptWVkGxw4gy9/S+q3v4178OeZ7Pzq/hbnkDKCpZTKywfOQt/+AjJlSJ5MJQP8hkJsfOCRZms4GFUG5Zj7y3suNLkIwOV0IPflXSOFx5Mg+3MpFcOZkgjkerUSOH0wYZmPw7n4Sps/VunZ+N8yI8XDsIP7iV2H/DojV6Ixsz1N+wPKFuFAY75rk7HrTZyDe3V9I6VYYY/DueByZ/5A6BW3JSGxZDeFwwtGzHjiH270Zb0BThrXpO4jQX/4zbssaOHEI8vKxk2Y20UFvDCktwv3hx8jJI1DQE++Rb2K692lxm886RAT/hZ9ppqX++lIdxf/Dj/C+/f8uCpflYqHTMF+CkPIS3NbVmmrrPQA7dlpKohrnDc9TWyr1otA4nNP5r9UR3As/VVauiBrg7r3xHv82JjfRlmMnzcLfvEoj2FAIolWYfkMgt3V16pZgcvLwnv5b3OoPlDU75WpM7wHYGTfg790aeOX1FuhIJWb4OExuPv7rv4XKsoShqa3BvfEfmDFXnJcutRk1CVn9gd6/QBHM9Buiz9LYgGRkIFoJfqz5OmWzBzCY8Vcim1bq9saoMQmn6c+1NcjhvZgxCVUrk5aB9+R3ca//h0af3ftgxk3Hjp8O/YfiDu9Fdm4gePiaKs7Rfl/Tsy+mZ1/kzAnkzAl95iKaqMjNb3RqBgYMaxj9DByOd99T+D/8LuTmJZ6HF9LP00eLkFm3gDG4D19Dtq3FDB2Dnf9wk3aplG5PGxb3umEoQX260UVpqaS546Vn4E27Brgm5eO5V36tqdzsXCg9i/+HnxD65j+0+rw/UzhxWB3J9Eb3Mj1DiYEHdmJGXDojazsN8yUGt2cz7uVfBGxiNN3z4Wt4j32rVYpCbYFJS8eMmIDs3qKRaByi2tLmiqtx77+CHNqtqc/i09paUl6C/+qvCX3uO4l9DR2Dvecp3Lt/hEgVZuRE7F1faPfB9Ca/G95NjSZZDRuHufoWZMU7iQjdetpjfftj+nvxGTUOcYTCUFXR4tB5KTyO/8JPMP2HYRd8IakBtzfdj4vVItvXQV4+3h2fwxT0RHLzMd17a0YCMFOuabPGuV3wBfzcrvD+i1o3zstv4EiZJBkP06UA73PfTro/c8fjMGgknD4OfQdhpzatqdprb8cd3ImcOqYR9fS5SqRLBSVFev8bP/tQSD8/0Srk6D7tTw6HkXXLcL0H4E2bm9r+G0HKzuLef0VT6EPHYK9tXuxDDuzA/92/YG64BzvrJvyDO/UzEAoraS2chh3fNtEXKS/BvfcSdvp1DZwVKTyqpSJjNINy9lRd659b/haybimE07Hz7seOvnikzwuKSGVdBqkJRJq0qH3W0WmYLyFItAr3yq/AeJBZL0KOVuG/+O94X/uf7W7YGsPOfxj/2EGoLE9oO4tT3eThE5BXf50gW1VH9H/fh0O7kfKShlHzhCuxSYg6FxrGGLwb70UmzNDMQ6QS07U7bu0S3I//BlfQU8UfDu9JZAeqI9C1e4vGUvZvh1NHdIrUbY8mNeAmnIZ31xNw1xNNXueuJ+Cln6ui1fyHWrwGEVEi2+7NMGgEdtbNiV7uUJjQzffjF59Gdq5HG8AFIhXKFh44IuV75S95HfnoHUjP1KxHc85fegbmoW9gIhWYjKZjK1tEfjeNRBtnMGIxvYcZWcHcZAkMYjQxR7mVkJpqrWOWFYMXhpOHcRWlkDc4+QahsH7O0zMwIyZgFzypspxlxZi+g7C3PdZm4qUc3qtORigNr55hNgNHIrs3qVGujmL6DsZYi79uKbJ8od6TmhrcK7/EfPH7SZ+J1FTjlr0J1sNee1vHTwP37l9HOGzwGYi3MvY5f35HR0KnYb6EILs26WLVOOJJz9SF5sQh6HdhRinGYbr2wPva/8CtWwq7Nqni1hXXYMZM0XPzY4k5uV26aY02K0cXt2hEa5ltRFwUIum847OFuBVvQ1o69trbU2Jyml798HrdjTiH/2/f14g4PQuOH9BUYt8hUHgsqNFm4T349Zb3N+EqzMkj2gLVymjXX/IGsuxNfY7ZuZiKMmhByU22rkYW/VEjzQM7cMbizW7YJmTvfhL3diayZZUqZQ0bh73j8ZSdN3EOWfG21qcjlbi1S/Bue6zp+w7vwX/tN1rLD6dhb7wXMyX11jKTm48ZNx3ZukqPZZVNTnUUc/0CrbOPnoxZ1U+FYLp2x05OqGFJdQS3+gNk8yqN1sdPx151Y9LMAKeO6nnG1bhCYWTrapg1OPm5DRiO919/WveZs5NmYifNPG/mPIAZPUW7EBo5SvauJ7SscGQvZvBo7IIn9Q/7tum9iRvZSFDHT2KY3SfvIysX6c85eXhXtr9eeXvCZOdhps3VMk96pq4Xvg/VVVo+6nFp1dg7DfOlhEhFctECY8BYHa13EU7DZOfiXXs7NE4BpnmYXgM0HZuRqQY5KyeR+ktBbrE5SNEp/Gf+GQS8z30b0y0xgEKcw3/uh1BaDEZwZwvxHvmz1HcerdJ6cmYOFJ2AmlqtfZcXY5/4S4w46Nkv0YccC/6emd3ASTDZudibH8CtW4q//C3sFdc0JFm1dH3rlmlkWFsDY6edU15Vjh0AgjnS0SqN7hsZZpOegbfgC8jtj6nBau00KmMw3XojZ45r/TtZZBatwn/+x8o6zsyGWC3u7T9gevXH9B2c8qHsHY/jwmFk08fBCx5mzu3Y4JpMRhb26b9RKdScvLr6ssRqcc/9UIlSwfXJykW4XZuwX/huUwcpnJaogwfM6qQM/Qa3oem3qj0yU8bzMKOTqMRl5eA9/I2mG3TtCW5zXekIaN7RTc+qizyTant3QNibH8BlZCOr3lWOhfUwV92AveHeT/vU2h2dhvkSgk6aCTUlX4nTgfQ9P33RAnvLg9qfHKlQ1nNtDRiwtz9+Xgxj2btVpTJRgZP6hhm/tm40In5Me5dbg4wsNcrVkWAqVNAydLYQwmFMb1XiEhGt8a1cpD2z3Xph7/9aXSpTnMM98y918p7+lk/wnv7bBmlEqSjFffiaMph79MVet0DlSkdPQTZ+BFk5eDPmNb1+57TG63zoNQAzbJzWGqvK9VxHNV9rbGsa0xiDfewvcJs+xnQpwIyb3vS8Du7Sc4qTdoLaq9u5Aa8FwyynjyOnjmLGToPDe/DffEazK737Y+cuwAwc3sSoGutB/F7HYlB0Eld4DDl1VJ2C+HcinIacPYXbugavsShMz36YkRORXRvrvkf2tsegpLZN9+hiwl5zK+7gLv18iWAmzdTOg2TvnTYHycpW45bE+HdEGOvhXXcncs18zV5lZl+U0aafBtrFMBtjbgH+FfCAX4nI/2mP/V7OkJpq3OaP4cAO6N4He8W1565VDRoVEISOa8rPGK3JRKsw46dfcJGROkWpo3sxoyZjkyzUZuAIvCe/h/voHeTEITVes27GDBp5Xsc2IybA6sW6IDViZ8ruzZr6rCxT4rDz8Vd/kHr6LlqFvfY23NI31bAE4h84Hzl6AOKGeesaZOU7ATHH6pSjF3+K/eJ/1aiqslzry/E+17Ji/RdkCiRapfXN8qC+eeoI/tF9eE9+Hzv/YZg0A7LzMF0bKn9JSRHuxZ8hxad1v9m5ePd/Fe/Bb+D2b1cBlDHn18bVHExuPt7V85v/e1pGXfCWeLFen3szcIteQPZvx6Zl4F7/DRCwm4tO4t75Pd7Tf9vy9i/+DDm4MxHtNo5qjYF9W6GRYTbWYu95Slnm5SVavx0wDJYsafF4HQEmIwv75Pe0pz4c1olczXQIGGsxbSSlfdowoXCrtAw+izhvw2yM8YCfAPOAo8AaY8wbIrL9fPd9uUL8GO4P/4acOlJXI/Q3f4z3+b/E5DefwjTWYh/9C9yf/lOJRsYDHGbybGxzur/tCP/lX8C6pZCdi+zZonWhJMxb03sA3r1PteuxTUFPQt/8xyavy5F9uIXPKvM4pwu4GEQqkNd/Q2z9Mrz5jzRwCrTH+jDURKDvEExaOv6zP4Cik5jp12Fm3owcO4B88CqIjx02NrHtvi31WpqAjCzkzKlE72VWtra4BL3PZGbXtRVBQA6rKE3UN0mH0rPIwZ0qJtI/uYiC+9N/IGcLE6S60rP4v/5HGDwa06MPpke/82rhkpoobsMK7PirUh4rKNEq3Ju/04g5zlbPyNJe5LR07ISrWtze3nAPbuw0pLRIlbjiQjNBPZtTR5uIdjQ4/omD+kOkoqGCW6xWMx81NXHeUBMYqzKydfuqKIPKMvznfgChNOUKjJzUYqZBaqp1PvXZU5j+wzBDxlxw4iVo+puefS/4cTpxYdEeEfOVwF4R2Q9gjHkeuAvoNMxthOzfoS0RGfXSb5EK3CeL8W5u2cCa7Fy8h76hOr7B6MGkJJfzOb+yYtwb/wF9B+FdX09d7NQR6pS0xCFFJ0lmmC8m3Kp3NWILpQVKV2frmJwc24//x59i73oSO1LnI7v3XkQ2fQQY6NIN73Pf0cU8EBex2bkwcqL+a4zMnIZ6z/FWq0CoxHghvMe+hVv6BhKNYKfOaWQ0YskvItZ8GlWqKnSwRPyzUlWu6mgicGgXcmQP/oblmOvvxbsi9V7ZBjh5BPnwNSSva8qRt3v/JWTfNj2vnBy9tuxcTM9+2Dl3nFM33fQZhNdnEG7DCh1iUXfBQf23UY+yHD+E27URO2QUZvBo7F1PqsLZ8HGqRufHlH9RWhTsw8H+rcihXZhBzX9G5eQR/Bd+DL3Hq6MsghzejVn9Afbhb2KSRP5SE8X97p+Rs6fACWIXY8ZOw7v98ZTuXSc60R4uXD/gSL3fjwavdaKtKD6ti0j9BckLQeHRlHdhcvMxfQe1aJRl/3b8FQuR4we1TWTJ6/h/+p0KQbQAObQLObgTWfOhavsGsLc9DnkF2q6RloEZ0j760ecDORl8NGO1UFmqi7K1iTS/tbgPX8VFI8QWPY98tFDHRqZnQnEhsmMd3uPfxt73Zez1d7d4LHvlDbpdVblGddURzKybGwxSMAU9oc8gOLYP98Zvca//pq4H1QwYpudWU63nWRMFL4TpN7T5g3oh6qQwY7VqlOP9numZdYQxeet3uKP723YTBwzH++JfY0alXouU4wfVIbEWMnMhFMZ7+m/x7v9Kq7gOZsSEIEquUFnPaJVuX49oJhVl+H/4N+ST9/Bf/Hek8Bh22Di8B7+GN3UO5uYH9ZnGnTKjThfhNNyiF5q/BufwX/2lRvnWajdBcE+l8Chu6RtJt3Pb1qpRzszRDElGluo7B9yCSwVSdBK3Yx1yaHeLYzI70XqY872hxpj7gZtF5EvB748DV4rINxu972ngaYBevXpNff7558/ruJcKKioqyMlp1LpTUw3FhTSYKeucjpurl/o8L9REg2ENJIQKIlVag7Ue9GghHSaiBiCudlQffkwj03B661WpWoGk982P6bnXd2hOHVXyF0ADTnpA4AqFA1WyNKipCdSw0HtvrNayWiOS78e0h1tcwjDWh4g6WPFnKwIFPRLynzXVqnDkfL2W/O7NCpYAeu5lxZoujyupQdA2EwrGDgbOUziNiswuTe/bhUDpWXVOrNV74YUgLhsZrdJsDtIknZ8Ufkw/b7GYPqfc/IbfjVgtFJ3U18RBfo8mYyVxTlvboJFQiUDPZnqva6r1O2INFaFMcmKRBpshAj37Na1flxVr+r5xv21+t3PW1j8ziFbpM44jI1OdnUZI+j29THHdddetE5GUZrS2Ryr7KDCg3u/9gSauoYj8AvgFwLRp02Tu3LntcOjPPpYsWULjeyHOaSS1Z0tige5SgHfnd9ptkoq/YiGy4RPIztP+4S7dAsm7DKiOYOd8F1n0e6S8FHPVPLyp17bLcdsL9e+bntA/aAAAIABJREFU1NbgXvixsm8zMvEe/nONTIHYj74PJw8DRh2F+hrc4bSghzqsC3paRmBQKgCBPoPx7vw+lJzGfbIYBo5QEt751Gtra/B/+FdqbK2F6gje1X+uspvx98Sj31C42WPJmZP4L/5Uz7VLd+jWE9avUKcoMxvyC/RzU1kWpLaBLgWsuPKeJp+3CwGpjuLefg45uAtT0At75+cx+d2RgzvxX/653nNroSaKmT0fb+bNbT+Wc3qsraswQ8Zgb3i4QZYiDv/Ff0cObE+k/SMVmIEj8eY27b0GcFtX4za/DRlZrOg1jqtPbWv4hmgEb/5tTdLybvta3Ju/q0fA9KEminfz37bIEfmsQGIx/B99Tz9fobA6HdURvHueapIlS7a+deLcaA/DvAYYYYwZAhwDHgIeaYf9XrYw1mLvehIO7sQdO4DJ744ZNbnNEozJYIeOxf9ksRrltHTstXfg3n5O068zbkbefkYZxKE0ZOnrSL/BdW1BHQ1ycKfW/9KzoKoCt24J3rwHALC3fx73/L9BJAKeTdR9MRpJV5RoxBSt0kU0v5satpqI1hCzcoj9+n8pKWvbalzxaezs+W2u25twGua6BciS1/T3UZM1tV3/PcYkBlk0A/fuC2qU07Og5DSm/1Dkmttgw/KGEX5mUN+tqYZxLROu2hPaI/3Fpue9d6su5PHrC6XpcJPzMMw6i/txZP6jLRKs7PyHcc//CCkp0hfyu2srVHP7zc1vGg3H4YJSUzL50lGTMdvWKCs8UFUzV8+/JIwyoD3EgfY9UHePpLLsougkXA44b8MsIjFjzDeARWi71G9EZNs5NvvMQqIRJTllZELP/ucVPbUEYy0MHYs3dOy539yW/fcdjPf5v0QKj2L6D8XkFWCGjdUh7RlZxDYuD9LRIe397cBfujqBhHjKOish2mGHjMZ+/6e4Las0igmnKSvX+SBGg+dIpb4eiBYgPmbUFExBL8T3tX2pOqpr7Mbl+Ad34D367TYbZ2/aXGT0FI2Ku3Rr02dIqso16gzEY6gow5tzJ/6mj4LhFsFX21otgdTW4s2cB5uTczLlzAn8t56Bs6eg7xDsgi9hG6eD2wMZWTSgQ/uxZoc8iHP6XYtWQZ/BmIxMfe3IHmTvFsBgRkyE/sOUSX0O1rPJ6YJ94ntBSlugR9+W+2AHDFfHprEOswhEI5hJs5Jub7wQ9r6vwLH9SEkRps8gTLdeLZ7bZwpZuer8RSo1NR+Uf0xL5a9OtArt0scsIguBhe2xr44Mt/ljZOnr+osIdO2BXfClJlNyPisw3XvXjd2DoD8wYAmbaXORj99V4ktuV0wzrTodAv2HYWbNR1a/r2Sb7Nwmkoiyf1sgFJKlQxGqg3qhH9No2PNgxjxMeSn0GYSdfgPGGNyhXYEEYFjT/BmZUF6C27Yab9p1bT5lc55cATNtLvLBK3XEJHvFtfo8b7wfef8ljZDjNVdjsTc9GKT31TCLH1PHIC0dYjH8P/5ERU3EQUkRrvg05st/V+c0SKw25XGIUlmGrHwH2b1RI6vh47Gz5mO6dMNOuRp/yypNsQeRs51zZ9N9RCpxr/5Sx2/GyWy3PAI71sP+bXXqVrL1Exg5GXvzQymdmwmFoO8gLRcUHkUiVSoqkqREZKzFu/tL+C/8RK+jppq4XrPp0Tfpeddta4x+Ljvy96aNMNbi3fs0/ks/V6cJwVx/L6bXgHNu24nU0Kn8lSLk1FFkyauaevMCda2iU7iFz+A9+M1z7+AzBjvjJhgwXGU8B45I2hbSUWCM0TS/iC6eS15FqqswVyUUsuTYgQSJKjtXyW9+TI1XMN+X6ijePU833HnJaf2/S9dA6ztIYRY2ZdhKVTkYg8lsf7KLRKuQneuQ44cwXXuoeEtBL21J6zMY01sXRW/ybGTgcNymVUogLOiJnTQrIUrix/AXPqO6yojWQUdNVn1ocXpt1mqkWnYWunTDbVuDvP9HTf0++GctjhD1t6yChc9q9iInX9OduzfhjuzFPvptTHYe3uf/Ctm9EYnFsEPH1vEBGlzvx+8oSS5ep43Vwhu/Aaw6V/FecRHYvQFGTIDhCWEZEQeRKiQc1lR5dRVm2AStc4sgH7yMbFutzz8UwtzxBSWQVUcwg0bVGRnTZxDeF/8ali7TmcfhNMz4qzCjp1yyqlOpwPTsj/fl/65ObUY25kJkVy5jdBrmFOF2rNV0ZlWFes8ZmZrmOnkEKSs+Z1/mxYaIwL6tuPVLNT2ZnqXCCBNmpmRk6zz+i3Cu7QHZuV5ZyIHMp+zcAPUMM15I223wNG3do68uxM4lUqs11U32a3r2V8NdUqTGXATSMxuO4ROn4yl3rddtxl2Juf4ejDl3BJfStZUW4V78CVTp6DtBkA3LsHd8ATulYW+yiIPMbJ0Y1LjX92yhyoie2KrRv7UacW9YDrXRRCuRBFOagqcvmz5SsZqSIjh1GJrp+3W7N8E7z6k4i7Fq2Lv2qEsHy6aVmFm3YLJyMJNbHmIhe7eqUY+n+UNhOBuQ8qrK9Pe8bsEMcIvb+gleYJilphr38s/UeaoN5nljkE8WYx/+cz2Xrav1HhgL0Urk9z+oq5nKJ+9jb/8cZoiWkUxuPuTk4d3+X1rx1C59GC+UlIndifPHhZeiuVRweK+SbWK1Wp+sLNdoKu7NdyCICLLkVdzbz6p+srVQXYV8vAj3wo+QSEXiveXFuG2rkcqyT/GMU4OIQ3ZtCEYVNkLXHgkhkFit/l4PZsxUZSzXvWAgu0vQYuR0/N3Mm5rut99QNUTRqgRxLFYL9fWF92yGneuViJWeqZHYgR3tcMUKt/QNNcqZWeoQZmQBglv0h7oeaEB1tp/7Ae5Xf4/7+X/HNToHt+wNvd7MxAADQmElMGVkKznO+WCN9g8HzqaZfDWIr9OsejUkAIo4ZM9m3JZVyJaPNatgbGL/0WD8YiiEHNqV+kVn5TYcyFIT1XMA3b9fC2UBicuYhk7Vge36uQ+H9TtrrO6vJors2ZRoZYo7Tr6vTndWrv4zFrf8zdTPtROdaGd0RswpQGK1cPZkwnuP17xqtaWFjsa2PLIX2bZGF/H44hNvbSgtwq1YWMdadq/9CopOIb0H4j3UiolLnwJkyyplM4vAiDkN/mbnLtC5uccPQu8B2OsbTpyxk4PaZjQSREpGDZRBxwfeeB+2z2Ctve7dAuF0pO9g2LwSU3oGSQ/6skPpkJGJqTdxSMpLEmlgDIi+1h7ZBvFjcHAnZDRKFYbT9VrOnNBeWsC9/6JGxBlKyJG3n0We/K+YjCx1xo7shT6Tmh7EGExaGtJ/Cub4/kSv9cGdMGQMduw0ZORk8LwmRDXZsBxZsVCvv66HvB65q77xa0bOUypKNQtRLzVsrroRWfgM1Ijut6o8kb42BsQGjlgwoKVeGruOlR53mI0NsgFoVNyzn75WE1XuQHy6WRzWS5o9uZwg1RF1qnK7XhQp0U40RKdhTgVV5ZoKzcjWD6tzCSM9bnqH++C6zR8B0lCEIY70TNi9EZl7FyacnmD2dvRB6ZAoI0BD6UvQUXgPfB0RST6GL68r3gNfx3/zPxPCCMaAF8bOvw87cYbudtHvg/oravz8oJ84M1uPbyzc8qWG4xz7DkbqFnNVFjN9BrfPNRtD8xa+kThQ0UkV4Ig/z5rqoAaYpUY8GftbJBAgMZjSM5qyzs7W9O6RPXV9qY37guX4Adw7v9djWk+NbqxWjWJpUSD2ElJ9cOcAwU6c1eTwbvdGZNHzkNsF++h3NO1cU62G9rbPIasXa9Tbvbc6XdHKhqp4kUod1jC23sCU/sMx196J7NkMfQbDsQN6TgZk80pMQU/s3V/CvfciRMph5GQ4ulejZs+D2mpM8Hm4HOG2fYLEVc26dMMueCpljfRUILU1uEV/gIpS7PxHMZ3p8CboNMypIDtP65JeSBeemmhdus4OG/9pn11TFJ9p3tDGnYiqCuiSjr37S7pwtTAQoCNARGDSbEx5iaZv05IvFC21HpkeffGe+B6cOISUnNa6+8ARDUk8R/YpSSxSqfcoPUMNTlyhqiaKbcTgNX0GY+Y/hnzyLhiDnXVLu43YNNaDwWM0PVu/PSuY9ywhTyPbPoOg7xDYswnSbaC+lqYSqaAtU42jWRdoR/t+IBKRHgx5qIBwBmZg/eEeDtmwAkoKMdNv1IW1OqLnFIzUNLPmY4aNw334qjo34TSortaIfOrc5LXpwkCZrbwUOXsKefd5rU33GYy980lsvG4crdJ+9BITjN9UcpmZOgczdW4DQpoxRtPvQR3bf/3XcGinOtaV5bi3foe976t4T3w3cX1H92mqP94GFfRVS6RS+/v9bPyXf4ad/xgmq/2MVEeDlJeoUQ6F1eEqOY1buRBvXjsOwTl+QD/Pvo9sW4OZdcu5t7nM0GmYU4DxQpjZtyorG3Th9n2d9lNPsanDIDdf62/JjHOc7BT0jprMnAZs1o4IKS3SlHtlGWb2rXiTZrd5DJ8xBvoOxjQzC9hMmoWsXaKGz8USNdJIpdatnUNOHWkitmJHTFBmcP3zdg63ahFs+wTC6Zhr7sQ2Mx+3Jdg5d+EKj6qjEDesXggz5Rrkjz9BEMjKwyx4ConVwKHdkJuPveWROlEaE07XOvuZeiSvSBB9xvfpx/Qao1VgbcPe9cN7kI/f1uuvKFPDaD3tUugC5qG/wAatd949X0YqSlVgo6JUI9ohY5NnMqYGLWc9+2mtvrRIDeiJQ9oWNVLnSJuMLOxDf4bsWAtVFZgBwxs4Ds1BxGk0nBU4Jl4IqsqRQ7sxPRLOk+k/DO+RbzXZ3q1cCCcOQK+JcPIwbvmbeDc/HEwhO4jsXI9Eq3SC1MgpLTLWPxOoKlfnPU4c9EIqS9qe6NlP16hIJR1BT78jotMwpwg7YQbSpQC38SMV0h85GTP+ynZj3rYn7IQZuKN7EwtwfVRHYNj4C9r+JCVncCvehPJiXUBn3NLiiLxz7m/TRyormZ6JfLQQmTizHc+2IcxVN2FGTsa99TutyXrB83UuiKAzU26HchuXw8dvB1OjBHn5p/i3P4FXP+2ayjnldcU+9h0dI3jykCrBjZmGW/l20CGQBVXlmNIz2Du+0Px+Zt8Kb/1JPwM2IHrVb5EyJtFSVlGKLPxP/K0fY66YG4i2BBF3eibm2ruQD15SQZpp19cZ5Tpk5ejoxf1bwVhk2RuYG+5rkmEymdmYq2/X+3W2UF+UhPPR4L0ZWZgprZWGNepAOJfQbm9N6aa0KDEoJBSGsrNKrlz+BrJ9LfGhKHJ4N7J+CXbB059tha/8HkGmo0rLXH6s3Y2nyczBfv67qogW5w10ogEuG8MsxYW4j99RL238DGwrJuXEYQaOxEvBS//UMXRsIv0ZCusXzQXM08wcbLAQXghIdQT32i+1FhgKK2ErGsG78YG277RLgdqEmirILaCFout5wxgDBb10etHRfXUCHXW12LR0GDI6tZ1tW61G2Xp6ys5pj3UbHCOTnomZOBPqOSWm9wBk72aNfEPnbl0x6ZnQtQdm1H3I1lUazfqngnqw0ZJNdVRTyUZJbJScQT54GXPVPOxtj2tr4OgrMGkZyODRSrxKooAmuzfB3s2JGdGxWmTxS0j/Yc1eu5lyLXLysGqbj5oCQ85f9c4Yg7lqnvZF1+o4UrJyMSOTkOCSbT9mup6T89VIjZ6q4zS3r4X09IY8jmgEt/hFvHu/mtK+pbxExUq6FLTl0i4ITHoGdsFTuCWvQWUpZsRMLUO093GMvZBf4888LgvDLNUR3Bu/DiIFD1nyKpKRiRmU4gL7GYMxFnvrY8jmj5H1S3UBDoVUGGHa9RdWqez0Ma3Bx2UWrQf7tkAjwyy+r4tdC4Ma4jATAtJQWQlm4swLJoNaH3bKHO3LrSjRGqgoO9jc9nklzaWCUAi1bpIo7Vqrz6MFw+wObEc2rQBxmLFXaoo0WRp44iw1DGdOYMZMw+SlsMAbo+Ik4zRqd9vXIItf1PMJp2nPe/1jhYPe3rUfYj7/PezgeszpFkQl5NCuRBQe74uuqdaa8oARyU8tPRM7/Xrcug8xA4a1G6nSTLkW8rrqQI3MbMykq1OuE9sxU5HMbNi2Gzv/MRg8Bvf2M9RNIKuP9Aw4cxwpPXtOYyuRCtwL/wrOYR/4Bia/R4vvv5gw3Xrj3fuVT/s0LmtcFoaZ4tNKhkmPaypXIof3XLKGGZQ0FCfAiB9TpvDFSLuH0zUqiafRna+tR9URqK1GvDCsfg/Zu0kjyPwe2Jm3YPo3Tz4z1mImtSxI0R6Qmmo1xNl5Krn4wDdwb/2nSlVm5Wpa++COJkMnmsW4q+DY/sREq+w8Xcyz85rdxB3cgbz3Qp1Rk6WvaVQ6pmn62xirxrkt1xpXKRsxCVn5tp6jc1pztjYYUlBvdKeLqZJYcyMS6++7vFhFRqqjWq+O1eo+0zNbvHZAI7WKEuTEIWT4xCYiKW2BMQYzfCIMn9i27QePhoMn6wRHqKzXugWacfB9dWyM1Ws+ZxRsEm2XpjOd24mGuDwMc3ZeIhUZ/0J9lutArUXRCSgpQnK66DCACxlx9uwHg8aoAROnC3Lvgbjf/d8E4Sg+x9kYKDuLe+c57G2fb78Wo1ZCRJDNHyHrl9S9ZibO1tpqt96BprSOw5TSMynv1467EndwhxpnjAp3XHNnYuhGsnPZuDyo9cajUYNsXgmBYZbiQq175uSrRGRr4cfwX/uFtjkB9Oqv9eKlryaUzQLBlTpGd/y1Fs47Drd7I7LsdTXkNVESxLJgVnTXliND028osms99BzQ0Ph1IJg+g5CiE/o5jsVUaCg+MSszJyU1LJOZjX3k25rKPoez0onLD5eFYTa5+Zg5C3TBqK2GIeMa9j1ewnAbliEbluj6aMCMnAKzb79wU7GMxd78EBzcqcMMKspg8wo1NH5MpR/9mLadxclG1VHcmvfx7vzSBTmnc+LoXmTtB9oDbHVms2xchunaEzNmKnLykPbSWg8z6oqUdiklp3HrPtQoMzMLeg/CTJmDbUHo3330lrY+idNFPi7YEZCh3KYVyLoPiA+nMONnYK9MolbW3Dn5MTXqxSc17Qpw6ghSVYl59Duwf5s6AUUnNbsUqQwkLw30GnjOVLlUR5AVf9IUvpehkWONDtnQbEEgytPC+FIz5y5NPefkX5SSRVtgxs9QdnhtjX6WJfhy1VRjpl2XMjM7FRKh27s5YMP7mIlXYyZf02HvSyfaD5eFYQawIycjwyeA71824vNSXqxGOZyui6MIsmsDZsRkuICTYIyxMGQssn8LLH1VF7DaamV5YurUmupYt2lpwSi+Twdu5zqtGcYjNOuBtbgda/BuewLJzEXOHMf0GpA0qpdYLRQeUeNrPWWlv/GrhBFyqPH3Y8itn0taUhBxSsjKzoWyYjWKaRng12LGXYUUn0bWfZgw2M4psW7QmNSn+sTJbPUNR0YWVJRgSovU4IycgvvTb+BwPfnM3ALoOxj/hR9qm9YVc7FDk/Tvnz2lRqruuWbqPSAoa3Ttdc4508bYDq+/bPK7Y2/9HO79FyASC0o2DgaMwMyc327HkaKTGkwEeuCy/kMdHzkwuVZ5g20rSrVU0RmNfyZx2RhmCMQaOmh67IKgspwGusXx2b0XQRdbKkp0RGb8fsdqE6pd0kiVzPeTDpy/aGikIqYwda+bc4zvk00rkNXvYW+4H0ZOwW1YmjDKFaXqlBgDh3cjR/diBjRl9htjVSDk1BEVA8ntpoS9sdMx466CI3uCtqa482DrSgGpOlkSrWz+j0G/tklLx0yYiZw+mvjsZGbC1o/VsRJBlryCZGRj+jbq4c/KbcgvyM7VlHYsBoNGY6++45KJ9ky/odjHvwunDit/omtPbHs7FPHJZvHWrmqHFJ3CnMMwux1rNco2BjP3Hmw7sNs7cXFxWRnmyw7xNqNYoOkdF5M4R52vPSAlwYCB7Dw1TM4lhkCkZSSchWDoRJ3QRGuP04wEZ2tgR0wO+r7rtUY5XzMLKcAMHKk1x/iAh2P7VHij7GwwWjI4v5oosmEZJDHMAObKeciSV3Q61PX3YXIS7HnJza9X/w3mLCM6WjFFmF4DYcuuxHVCnVxmfVKXFJ0MhnaIDoLIyFJ5zbiBiMaQA9ubGGbTpRsMGq38Ai8UpOQzMDcuwI5M7V7KsX249Uv0MzFsImbCjBZJiyJOpTozszEFvVK+F+0BY61yNi7UAeJM7VhtnZNkup37GmX7anXgxGnKvdMwf+bQaZg7OMT5mgpOy2i1ATKZOZi59+piX1OtDf0z52O6Np1/214QcciaxcjWj6GyVIc+5HXTn/MKYOh42L0xQTQCGD4RM76VoiE11fhv/AqKT0FaOmbEFCVspTXfwtPsOXcpgK49NVqN116HT9J6/Lm2rYnitq2CU4dxC/8DM/FqLR3UlCWMcv3nVni0+X0te02VlypKcSvfxrvpYY3GYrWQ3wMz+Rpk4zLiQh9m9DRopEDWEkx+90BCM9D0FjSqumJuw5Tn0T2aTo7V6jV06wUnj9Q/08R9agR7/X3I1k90ilN6BnbibEwzYyKbXP+pI7j3nydOlJN1i7V3uBlRERGHe/XnquxlDOb6+7DjWta4luLTuG2fqPjNkLGYUVPUsFurpYgOFNGbbr2VmLfqHb0PV1zXrFPXYLsBI5GtKwGTNDvTnhAR5OAOKDyqangDR3Woe/hZRadh7sBwu9Yj6z/UiDMnHzv7jtTriQHs4DHIQ9/SlGp2bsqqVW3Gge3ItlXaGmM9KC9WsZGRU7Bz78GE05Ar52lUWROFnv1b3cPptuvCSqRISUrOIdtWIcf2YW9tRZ8x4PZuQlYu1LR1RoaWQ6+7DztkLHL2FP7mj+DYXn1zv2HYCbMx3RIqV27Z6/r3tAyNUNa+r4tnaRF1LTGQSO+GWvjKxVW4DCA+bvNHyMalakD7DsFef78utGXKyqZn/9Yvgtl52FseRfZt1Qhs2ERMo/Yv02cwsmuDGqvuAzHTbkTe/l0wQtFodJqkfQtQ+dpJs2HS7IaXVlqketot9A/Lnk0N2d/GIrvWQnNqXwe2w/H9+rNzyMdvI8MmYDKSl0Xcwe3Ihy8HpRxB9m3WDEa0Uh/V9HlaNuhAsG1o8zLTr8f0G6q16V6pO25tgexer+12CLJ9NWb27ZgUsyN1+xDRzpHKMi2HdO/TIRUVLyY6DXMHhZw4iHyySNOHaZlQVY5b/Dz2nq+32G6TDCYjK6VWl/aAxElc1gZRVT4MGYc35+7E+YTTVJmsLfuviWpbU9ZgjUxBFyCbBaVnkL1bMGOmpbYvP6aDJ+IsYtB087ZVSGY2bvELQR928Lcju3HH9mGvf0CNV6xWjXKd5GMIXFRrg/2HqfKVX28SWXomZnjzilN27j245W+orvbYq5APX9JrNAaO70f2bsaOugJ69G3TvYvD9BuG6dd8zdzMnA/d++qUpRGTdWzkXU8jh3eCDWGGjsdkpe7gyYkDuPeeBy+EvfsrdcZZglGOdZ9nm2Cg6xuamZAW/3PRSXUAa6L6DMJpUFGmWtuN3+v7Wnetjibq807gzDEdToJBju/X3vPPOIyxOkf8IkD2b9P7mZau350DCX3zlLYvOY1b+opK7pqAGJrdBTvnnotemuhI6DTMHRRu32agHsM1nK6iDcf2wbAOPHQiniaPL7Airf6CSclpZc936930jycOJKLP+jAGbAjZtxlaMMw6fOCA9iR37aXkpPrp70D9yn30J8AkRGlAf66twX30J+y9XycuNUm0VP9uvUT/bnYXGDIOCg9rbT8Uhr5DMNPnNXtupucA7D1fg6ITyJE96hTEpQtFNM3dDNzeTcjezZheA1XZ6jxIjsYLqfRk/dfyu2Py2yjyEo3oguvH6mYku53rkDXvAtrbbQePxYyephKj0YgaaSeYqbOb3a3pPQgJpQXzp32t6+d2Tf7mylKI1ahIjIv3DhIcR9vTkqXBRUQdrdoaHerRCpaznD4GpWeg3/CksqWXAkxBL+TEIX22zrXquy7RKtyiZzUjGM5ItAZWluHefQ5751OX9CSvltBpmDsskqUoTVOD1MFgRkxCThyAg9v1hf4jMGOvTHl7KTmDe+u3Sr6adI3Ww3sPTrS4xZndSQ9ugtnCLez/4HZkxRuaHh40uk6ov84BqqnRCKqqvKHBhoRgSrQKTh/H9OwPg8fCjjUJYhtGI7ZwSBf0MdOxo6ZqFJzXjNGI776yDLfkZSg7o8ajqlznBWfmamTZjDqaFB4JWLgWKTyikXkr7vkFx+DRWHMPZGTX9ULLlo+UUBaIuzB4LKagF3b+53WeeKwGM3wCZmjzTqgZMAIz4xZkx2pIz8TOmN+8TGhGNnXPpjaQWBXRc1rwNCavW5M2Sqkswy17NehFH4h7/ecwZCz2ypvPqUgmJw7iFj+vx8jKwy74csoqZiJOW+ZC4Q7f7mSuuA6JVsHJQzBodKuGjMiegGtS3/mNi+tUVyG7N2Amt3ZoyaWBTsPcQWFHTMYd2KoRhhdSrzIUhhakKzsCjLXYOXfD9HmA03GErXEmgmEBRCqQTcuQUBhCYez1D2K69YEe/aH+TOH68GvPTXY5W6jGPRTW2cJX3Yx89KYaZIMuhiOvQDYtq7eRevFURxKvnDyI6dkfO/ceXFmRjimMS1lGK3Q6T15XOLANpsw5Z21fxOE++COUn9WFyRgI9dIFWhzmxkcajClsgIogYk9Lh2hM2eAXGRKtBC+cVCPAGNu0dNGtt7aAAaZ7IjVvevTFu+H+cx8vXpf0LGb8DMyg0Zj05ss1Ji1dB1JsWwW5XYIZ1A4GjcF2a6qglvR5pKXD/q1IWiZm6vUtn9+ZY3qMjGx1sKrKm4/m6293+ihuxRsJVnyP/tir70w54pbTx3AbPtRIvXs/7NTrMXkXri/chNMalKlaAzm6p/n2VS+EHNkNnYa5Ex0JptcAzOw7kLWLlXRT0As787Y2sY4cpmw/AAAgAElEQVRTgfgxNQCh8xdfMcYgWdnIlpXI/q2QkY29ch6mIElquvG2Bb3UoIFGigaoqcatfAt7+xcxOV00ijpZoUbcerqA1UaVud4oBdtk/yMna600Uom54jrsgJFIQW/kyC4Vzxg8FvwYsnFJImUeqVSjHJ+4JE6vbdRUnZQUTtcWtJpoMDM5SI/WBk5VyRmVagwgNVFk68dIRQlmyHjsgBHKCK8oThgBUOehoCfURDHSjDMC0HeoKqlFq5RglWKbV3tBThzAffAihNOxd3wxJYKhveYuZPdGNawjUpv0JiJw+ihu9wY4shuqyrRH2oAU9MHe+/UWSUNm6nWQ2xXZuVZZzsMnYppjcRcea/o8AuMsezYgk65pcZSp6T9COxNqq5UTkN3l3NdXXaX3UXx1AkSg8DBuxet48x459/ZlZ4MoPXA8jx/AFT2HvfPpC7ZunBes16yPjXB5aU40Qqdh/pQgxae0bSPqIeKSLih26HhkyDhN67aDmH/S86goxW1cqrVrEcjvjp107XnrVsueTbowhdIgUolb/EfsXedeICRWG7AzcxLZ/HDQE1xTDekZmBnzYdFCiATRtTjo1gc767Zz1qRMble8uxuO5TNde2Aa93b36K+tTemZCaOMAYJF0xqtVQ8eq8S60jOJKMwP0trOgXVNUuJu6atw+ggYDzm2D7nufh384JLUzoP9SPlZDA0JW1JeotWNnHzsHV/SlGtuQauIWe0BKTqpmR0Rjd5TMMwmnN4qBrSIIBuWILvX632uLA3S0Q7EaNtcrDZBCEx2TGNVUjUVWdWq0rp2sgawnh6nOtLiTGfTtSd2wVf0fhT0Sm1S1tG9+nmOp+ON0c/f6WNIRSkmp2XjLvu26PZxMl1GppLdju7VNsUOBjNkLNJc+6CLYYaMu7gn1IHQaZg/BYiIesbRCGQO1JReM2o+xpgmA+Pb7TwiFbj3f6+LTFo6YKD8LG75q5jZd2JbYO6ec98nDypxyQvpv1g1lBfjIpXIoR3YYRMxvZNMafI8NWT1JTudU6GLsC6ExvMgKxc778+1bSotUxej8mKkqrzVhBERCQgoaXUOkr1mAe7dZ3XalAtGVMYj6HiUHn/vyCtwJw4GBtxSFwZEKrRdpR4hRvyYynemB3OKo1XI8QOYnv2Q5lL+1jaJQt2RXciKN9UwX7MA228YklcAlWWI551z3rP4MWTzCqTwKGbASMyY6W3uPzUjJgfteHnQlsEaqeDEQTXK4TQwQX+4teATRIhprWqTOyfiaef6REORuhSzhNPOKSxiMnNSclLikFhtPa5CfCcBryRWc+4d1EaT7NQhsZoOOfrYDBmPbPtEv2NpmQnyV01EZ2a3cRrYpYBOw/xpof6kKz+ZJOSFh+zZoMak/iIeTlcG6oYlSN+hbV+s83siR/cSV9FCQLxQQLxyuKN7sfd+o0k60BiLmXQtsva9ujQlIpgp1zVhGptwOtK1l6YWt3yki5pTFSs7Y36z/awN7oEIbtVC7YnN64q54SFsZg4mK0ej0MO7cSv/pA6ACdps4gtgXPlqwHDoNxx2rwPqsahBp0kF99Ad26epfb9WF6PMbH1vl27QZ4g6R7XVDaO+2holqPVrxC04frBOMlROHMCdOqSM5kAT3Yy9EjN2RrPPT7Z/guxYo7W8syc1GktBgzkZTHomZsYtTY9RdFJ7haOV2qI1aEyL6d+W4HauDQ5mtb3N2KCUYVWL/BzPWqoj2q+cW5Ba9Nqtr3YYnD2Z+H6UFwdZm0wV/bh2QZuupTmY3oMQYxPqbhCMq81MbWLVoDFKqKqOJMhtxmL6XJzWqdbChNOwNz+O++RtzdgFw1noO1S/vx0x/X6RcEkYZqmthtPH1ND16HfB0r7tBWMM9tq7cRuXgctq84J4vpAje5JH46Gw1u+qys85P7c5mLFXIiWFmkbzwpjZmmYWa6E2pinuZoyGHTkFl56pAzj8WszoK1XlKuk17FYRjlCanrcInDqCW/4a9sZHzu1Y1FarUfZ9OHEIWfhb5K6vqAGxHlJZWqe8lljsAuZo4CgYYzFz7lLCT1kgLGKtCpIExCa3dzOy7BXqxgP6tbrQj56GGTpOp3Jdd78Sjqqj1ImNhMLY6+5r6sCMnKzkGWMhIzsQdUkPDJYKrpiCPtBMSUKKC/Ucw2katZcVtTqqktIzuM0rNAOQlqHqayOvwFiLO7AdWfuuOkrWICcPIge3Y+fe17bvZ+mZYAgKeo1dumnJw49p9qEFYytnjuOWvKSGvHs/7Nx7z9lOZozBTJmLLH1ZOQJde+hnJTNbuQ8n9rf+Gs4B06U7ZsIsZMtKNc5BtszOvjM1wY28burclZdAfJxcTpdmtOA7BkxWDt519yORSl1vAqf4ckfHtmApQCIVKgQRF+jP74mde2+bPfOLBdN7EN4tj8OSJRjPQ86ewu1co7W38TMvvEIX0JJ4g5Iv2q6+Y0JhvGvv1tSttYkU8XX3I8f2YgaObnaBllittsBU62AF2f6xzh5OomIkOz5RA+kFC60xWqMrOQ3Fp5CcfE0/5uQnj5TCaZpqPn5At62pVhJXKKyiHjtW632KbxqfnhRu6FhYL4zc+gRu1TtqRHr0w151c7CJIJuXB0YdPdcuffQ40cq6e2O69cEu+ApyeJeysXPz9T4FYxLd4V06BKP/cOzAUXj3fgMAf/Hz2p8bf57BdbqD2/GaMcxmyDgV1KiOKOmtb/KyhZw5jtu7CXwfO2RcnT62lBfr9y5e162tQTav0Nrv5DnIhg/0PqWFEvet6IQ6aoNGJz1Wi8jIUp5B/Dl7ocS86Fhtw5abRvj/2zv32LjuK79/z+/Og0MOSZGU+JZESaQeliXLluT121LiOHaazTZpNpttt7toCgQLtEALtMA2CND+URRosUD/6RYoFtg+sAjqbNukKTbJOnYSxU6yji3bsmxZ77fEhyi+X/P8nf5x7p0ZkkNyODOcuUOeD0CQQw7v/c1v7tzz+53H91g32QuhOuDhoMTi82RiL37d98W7YxwxeGSA+ib5nowDJYR5VsMceRa88wB4+Ka453sHChYUsuffEoPe2p7tqZ2Iw777ekHJY9WEIg3VbWTjM2rfMF98T1Za4Yh8+MeHwXcug3yY7LASHJuXFX0qKUm/4yNwPv8HG35e6jskNaRLFzHJBLBte9GLA3vtI1n1cxo08MQiHWza0bNy2Y/H2KDsJsNu3CkRkxaM+eQFZ6eX7/rdRC0eugm+/IHsGFraYV5cvmAjMjAv/b7UN9+9Aurpz8SoReRFJCgxPy0/E2S329svLR7HhmAvvic9jusaQP3HQH2PLN6pz89IjLCuXnbCETcGHgzL9ZqIZdx2FAyD9i2PrfH4MPjd1yW+OXgdHG3OZrnnniuVlN1/Or2iRwKAZKO/9HXwxChoR6/oaC/BDt4A//qHmd27HboBOvYiTP9j4MvvuwbRC4MY8TDc+ATo3ucqpuW45D13/vBNOEUYZtr/ROb1L3pdzJJhvYraFEW3uXkEbklcASEOe/5XcuyMO9XNfejsE7d8kcp1hSBiLsvfj9VgZmnVGapzczvcRVooDEw8AC/MVmaxr5SF2jfMnn4vkE0eyKk3rQlmJ+Xm5y0upkbBNl2SelMhUP9jIqE3M5HdASYTgHFgjn+2qGPy6D1xLTtBUeK69B7Q1Apa181YmjRkDyq/4pkJ2d3lJnc1b880ssg+X1zOfO+aGChXzQvDt4DegeVnCwRFKnOpXGbCbdcYco1PbE7GEgyCDhyXmPFvfix/CwSBuSnwBz8Djw3BOfFS9jjGyAtoaMpvLAtxUy7Muud2d6ezU0BLh7hc9x0FPxyUUq34/KL44mrQ9h7Q9h5wfAGciGd25h584Z3Frz+dAl/4W/C+o+CHQ/kXRMaIJ8ByXiNarJIT9R0So//wvsy1ccT4ew0++lcxzI8+DdgUePIhzMEThYl2TI4uX7C6HZ6Mn5X3VmK1cjvFd9S8UjjtdG+0qaSbKOOsu9FD1WlqlRhpbF5uajt6N9woAwCF6mBe+n1RiQoE5cbfOwDzub+/SPRhPfDEqKsb7WRd4WOD6zvIjh6gpVPmYmFOXIcPh2B/9l3Y1/8S6Z99NyPtaI48IzedVAKZtojxBaBzt7gevf7AwKrlLfmg3v5sNnY4IouAaLMY2ObtEgM3TjbeHAjJz3cuiayod5xIVNzlifjiEyRi0tEojyjHMjp2S5cn9xrhd1+HfeM7koW+6wCw7zERNvGMYX0jcPeyJD2tAsfmYX/032D/5n+AlyYhxuYW15IaR8YMSNby0tgls8hotrTL/Mdj2UVCMuHWiRfnySInILH2o8/JgsDNgKfDT8G89PVV55ACQZgnPgPnM18DdReYCNXcJp6RxS/Qt/rNRCQJgoklmdnJuLR/1d1yTVHzO2baeUB2EFc+lESJI88UJGThJyhUB/PZ3wPf+Fj611awTIDCEdDR54Gjz5fneNFtkuDFFvDSiZrX55Yj48Cc/ir49iURg5ifdmuH3TKl6QkARkp9OnaJEMuHZ+R5xhHhiMdeAGLzsHNTwMykhDbW2WmH9h0RMZIpt7e0G3enk58DzU2Bk7HldbMk4iI8cmdR1yzz5Odhf56T2GUMEInCHH8JhUCBIMzpr8G+/pcSxw3VSfnZ2TfhvPBlmANPwN742C1Pc7Kx0GR8cdb9EjixIEYznQbPT4Ny1Kmop1+0x43X4CMurlwimIPHYYduZHt9M4tR6NgFamqFeepV2Pd+Aty/kXEfmydfBjUW3j86O8Y4+OJvMsmK9OgzwN5HRdM7Z0fOXihr8LporXfuBtp3FZaFvQRz5DnYt76XbZBhLBCK+DpEZo69CDs2JItZz+MUDME8+Yq2YiwQtmng3jXw6D3X03eoKtnhtW+YXVce8sTlagmKbhMDWet09YEGjknZBhjYuR+0Z/03M3KTezixIDHB3HBFMAQkAXv2DdCRZ0FNraC/8w0xQk4gm1QWDcF55Q+LfikUDMN85vfAdy6Bh2+DIo3SWam5TdoYAsvdtSsdq6kV5gvfkEzq6XEx2j371pWkSESinR0KZzK2MTshf6xvFHWpuenszrahSbwGK8ALc5Lg5M4Xn/nf4FNfBRqawTfOy80pnQTmYtJkoLkts5Cgti7QU18Af/hzqccHgJ37YVypSgrVwXn2S7JjT8aBhqaiWvkxM+zf/jUwNuy+73HwhV+D4vOgI9kGF2wt7PtvShtItxaYb18UwZxnfnvdNc7U3itZ8hffk1APR2BOvVJQCV61oPpGmFf+SBaTEw+AxhZQ36FVpUqVLJnSyZFs73G+fl7kgCtsnGveMCv+goikDvmRpwC2JV3QfPdKfsNnrdx8p0bBH/xUaj87dsGceFnER8oIBYIiAbq0mUJTa7blYK6MqbsbzqecRsEQSlYzat8lsXInIElPO6XUjowD8+JXYN993dVJ7pJmC6uVEd27Ku5qL+s3viDqUZwWo2ZcgRhrpWtWOgUevQPsOiS75t5+cM9eiW0HQ3nfawpHVt2xr8nkqBiZRdKYBnzjY/ChJzMLG759MdsXO1cQZHJUSseOvbjuU1NbF5znviQPzpwBrbLI8QsUDOVNHlQKYHxE1P68VqsA4AoiFSobWy7UMCsbQkFx0zXgRAzIV10bmwWcRvmbExTjMXwbfO0c6MDqWtnlgohAR58H/+J72e5UbhY57TtaUOMArwWlvX1REu72Pgra0bvq/5gnPw/++Jfg8Qeg9t5FWs/U0ATn9NoNIDLkqW/lxILU6AbD4jJPpzOiJUjEwefeAkCg3YfceTBF17oXRGweGfUrD6+XstfYBQBf/0jeg6XPC4TAdy+Bjzzre30DpcrMT8v3JRuBjHesgpSU/EVEv0tEF4jIElFh3ekVpUDyJtqwzSR+iQCDk3Hr8q0LFR0fD96QUqq6+kzZjnnqVYlvF/L/18/Dnn0DGLsvzQre+RHs/eur/g8FQ5LI9NLXYY4+B3IC4PgC0m99D+kf/gXszcLngHr2yW4/seBWMrAbNjDiwvaUtTI7Vcg8X3wXvFr7zRLhRAw8PQZOJkTYw0vq80gn3XnPcSsvTVTzMG7/5WR+SUtOxsGj90VIRtnaeL3kvWvNTRo17ZVPJi41K/sTAF8B8NZaT1SU9UK7DsqNNZWTHZtb9REKZ0uCCujFXHamx2SX3NQqbQzrIkD3voISbdha8JX3XQ3wsHxPxsHvvQ4eH17XMPjOJXHDgWQ3XaDEK0W3wZz6KtDRl9Umv31RdsrxOJZ1/vF0zxPxrKDPKtjBm0j/5m9gL74rQjP5xh6bk36+3v/cvwb7xndg3/6/sG98B5idBB1+WoxxfMHNOibQsVPievcy7htb8r//6bTsqvO42XlhFvZnfwX7mx/L9zUWRZsJXphdM2N/q0HRbaCDJ+VaS8al0qNjZ1Va7Zbk22HmiwA040/ZECgckezed34sN2RPH5lcoY+6nBKQZELKhioE27QkW82MA4GwjKu1s/DPgleD69UOz89Km0gkYd/5EczprxUsCEF19dIAI+VKhy6JK3MqKYuIfK7chiZg2m1L6SWihSJSD+3pAoAl+csJ5DxePVTBY0PgD34qPz+4I+/P0eeyf5+fgf3gp27GO8vcPfK0ZNeTkbGkkrDvvQHz8h+A2nvBQ7dFJ7uxBXzuFyLFW98I88wXYfYfh333bxbrTLtldHToybyxdr5zWRYYTgBIJ8EXfr1hil5+wt69Iv3GycA8/YWaq2LZSMzBE+DefslraGjKaAVUGg26KL6GOnbBvPwH4NufiohGMCx1shdvuAIgbjenugZZ7VYAnpsS4X3PeCXmgaY20MnPF3wMCgSltnl8RCREUykAnNXknp0svPa0dz8oId27aO+RzI2EmSVJ6uoHWYOaapGmFd7NeGxYdpq5CWwNza7YTFyMXCiS3XEmYkDXnlWznPnhfcmQnpsWAx4ML/ICMDPse6/La/SOMz4EPvumK6Ti1o3XNYgLOr4gOtJu2V36F9/LNvuYm4a9+C6cx0+DHnlKJFrTcHf7DNr9CGhghTaPgaAsZhZm5XEyAY7NFyyBWavwvSvyQzop1QZqmBdB0W1AdP1lfWUdQ8YVtNITiN4EkO+d+zYz/8B9zhkA/5KZz65ynG8C+CYAdHR0HH/ttdeKHfOmYnZ2FtHoCjfgdCob53P8rf1daWZnZhANOlkXbG42bjGkU9keu2tlks9OSpZybvkPWylNCqyR9OYZSK+L0NxkNsvc0ycnAhpbS3s9gBivhRkA2eSpWWsQpbS4fskNE8xNLVcJ85TovNgzIMcxRm5aK5U+pVPZXsm5yWWhSDZJzKbdMi+Tze1jAJx243vuL40jPy5NpJseR1YOzsp71uD2Ks4VmwmEVtd7Z5YMdq/VonFkjHnew1U/p7VGMiGJTkQybxuYFLep5q1ETp8+/T4zF5SLteY7wsyFKSCsfZw/B/DnAHDixAk+depUOQ5b85w5cwZL54ITcdgP3gSmXPUoS0CgHub452Q1p+Sdt1JI//y7AM8AKYJ59qughvxN6Xl+BvbM/wLCS7pjJWJAawucJ/KPiadGYS++m31PQxEpweg5BZoZF3s9NQrEY6LFXIZM5/TPvwuEFhYpnr29EMHzziSoaxfMwZPgdEpiuV4sFhBj7QRgPvdlID4n0qbxBVBbJ9DRt2pJmj3/Njg2IQY6tZBVXTMRmJMvghqaYSdGwG9/HzAEkJPdNSdiAFnXvRwE6hphTr68TIXOXv1QhGeYAceAnvgsTNee4ubowzPA3cuZJELzW58BNbYue165r7dqw4mYlPWttZAskc02b5VCXdk+xH78FjD5YHE9XWwO9uxPYF74alFKRoXCzMDYIHhuWjq+7Ni5NXIIIlFpNuEEVt/1ss1bwSXx2PyZyjw9Jq5vttl2l6kE+MKvQMkYaO9ROeQ6GxesBtu0q5iWp4bYGGnJCVfq8uTLotKVcjOXnaDUQDsOUN8E2r+CKzjfed0bPuKJ7O6fLQC3pri+SbLn00kg5daop5OACUg3rae+mHFxU31jXgEW6j8GamwFz0yAWjtAa3SKWg1z5FlwKASenQT1Hc5rlDcjW7nXcS1QkmEmoi8D+E8AdgD4IRGdY+bCA23KMnhhVoT6c40yII/jC6I7vUata8HnSiZcgYmGTN0xX35PsnyZwSCgqw/myPOb3jib4y9JX+HmNhHFWIn6JjHiC3PZBChXD9qs0DrRXjkrLtrcJhFOQIQyrp0D7zpY/p0LGXHJe7rliwZkF4llUFsXzOf+gcSbCUBrV9FCLaZ7L+yDO3J+TkHczciGG+amgAd3xIU6P5NNgotGxSNUgCAJEYnGeOfudY3N3r0s79OubEMVCgRBh58p4pUqysZRalb29wF8v0xjUQBXUMEgf3yRwbHZdTe0z4cduQP++G14sTp67EVQJCpG2dvVMYvK1M4DQIs/xfvLBQXD0gRgrecRwTz+GdkBJ+ISFyUDdO0FOpe7Uzmdkh7A+ZKljJFY9fiwKHqVESIC9R0GX/1wcS2yq6TmCYRknu8EgPYyLPi69oIeDsp1FE/JwsCb2+09kgHuZV03tYpRtinQ8c9uaJiGEzHwJ7+Unzv7fL9j5PFh2OvnRHim//FM4tuy5zFLxj0gCYibfAG9VVBXtt+ojyLTEWlp31kQqD5/7HM9cCIG/vgtV6AjKFKL538BHHlh8aLAU1xa2rGmhmAvwWdhBoi2LGrSUCzUvB3m9NeAkTvSS7mlQ1oPFntT3KCWfLTvMfD0ODByB4CXVFUHOvz0ijf67JAYfO8q+L40jjD9x+R1rnVOTxGt/zHwxAPZneeUnXC0RTwH8QW59thtDlGAUlpJBMOgg78FKfVan252peG5ackxcRMF7dlRmOf+7jLNa47Ny/PmZ+QXdQ0wx1/yXd9lHh+BvXMRSMZBXXtB3fs2NBy3GVDD7DMoXC87L08W0du5phLi/itHaYMnDuFlYzoBt0tQQO7dnsRkOi0b6mjpxqwacDoFe+7n2YQrZqCzD+aRZ0reWVAwDPQOrOm98JpxYHZyeezay8TO6UJVTsg4cI6/JCpa4yPi0r42CLPr0Jr/y/evgS+967qkGfb9n8L81qsFL2yovimvtjQ5AZgnX4U9/5Y0h2hsgTn6wrqbTKwXIkIxzVSqwvSYXKteqCSVlLlaYpjt5fckNBBw7xMLM7CfvgOnwI5lFSGVgH3/DfmZCDz5ADwxAufIc6v/3xZHDbMPMYefgWUGRm65N0YLNG2Hefx0eVxVnpRhOi0367TEAqmxDXjsFPijX2QSgejIc2XJEOZUMlObu2oMt4zw3cvA5Ej2xuW55nfsLLvreDXM/hNyc/IWPIC8p8kEaOeBVbv/cCoJ++mvgZlx0J6jK8axV4Oa2rI70utDBf0PD17LupwBILEAfni/PB6H+iY4T32x5ONsWrzPW9otyGZI97ClPBwEnJzqgEBY6sGZ/ePSjs0DESfnupf7Gu97DJTvNSkA1DD7EgoE4Rw7JYlg89NAuL6s8TcK1YGOPC8x5pS4OOnoC9KZZkcv+NTXRDwjXL+utoQrwYmYCEokpLm9Of5SRbJfeeS2lOPkuuYB2JHbcJYYZk7GN2TXxjYNnpkAWjrFpZ5KQNwSrvjFgdXLGvneFUmWcoLgS++Ad/Ru+O4SQNbNnIE2tN5VyUJNbaBDT4GvfQCQAR04mb+zVV29JCF6bmGbls+sX4wyINdQroY5kSz4FmbzLzYUAGqYfQ1FooWrP60T07Eb3NIpbu1Iw6KbPQWCQKD0WHaGsSEx9MEQkIiB718DHXyyfMdfiWB4efyWOZP4w8zAwgx4dhL8yS9hHjsFauvOc6Di4cHr4BsfyYOGRphDT0vCV1NbYQY2N2mrLGl/7uFSCdmRhery3sjNwOPSQjIRk9PWR0FF1gor68f0DgC9A6s+hwaeAJ9/C0i6OSBkVlY5qxYmAKTms3F96+bPlMHzsplRw7yFoVB4cQnPRuG5zlNJAAREKrNSNrsPwU64kpPGddkbA3Kzr/nqB5LcBAJau7PqUeUkmXDLhRwglRQ50XVAPQPgiWFxWza2iKEsZcfMjPSFX0lJHgDU1YP6j4OHrrt5DSGg/zgwPQo4RtrctHWDDj1dmZ26UjCmfSf45OclSY8tTE9/QQl6xcLxBUmijERXDb8sItIAYF5U6LyKgIEnfJ8VX23UMCsbDrW0g/YfBw/fBDW3g3bur8x527pdl+CHYtAiUZiDT4LcZDYevC7u2WQc1NwGym0jWK4x9A6Ap0aBhRnQ/iI6oxK5iWNBIDYL+9EZmKd/W/ogrxNmKzfWhwsSjwTEg3HuZ+6ui2TxdOFtV3nLrRCYGJHWlF17lx/TWmDsvmSnN2wDbVAim5KfXA3xjYKZwdfPuXkHIhhDnXtBA8fXdpsbB+bp35GwUioJ2t4DatoaIi6loIZZqQimdz/QWxmDvOi83fvAXXsziVeLbiTbe4DRu/L7DdppUDAM59jp4g+QjC9uMpGIScOLNbo75WViROKQwZzdihMEUjOym8nEKq1IY5IrmWmt3FiXGGa2FvaTt4HJUQAiSEN9hwvK+lZqiNE74lnK0TfgoetAYwuoa+1kRApHpIWrUjBqmJVNDxEt0ov2MIefBiYHgHDEvxmi4XpxYU+PASBp5l5kQh579a5LMW4zEM84WwC5zZjZ5k/8GrsvRjkQzOyk+PYFcEdfxTLvlY3HDl7PahoAmQUbD14HCjDMyvpRw6xsWYiMGLoq47mD7dggKBgGdfRlsvCJCOax0yIXSgB27Co663bFuGDAzcAO1wOgxW5tlp1z7i6YU0nw3UvgwavZxKNAULJtYWSXr4Z5k0HLH26MLo4CNcyKUlXYWthPf+WKoJDE84ZvggaOw7glXeQEgHJkRLd1ifFMxbP1rzYtO+aBJ6Q5PBjo7hd3tlumZXYdzMQxmRn24vGEzaYAABe1SURBVK+l9AtubXjSbQ1pHOkYtQGxeqV4eHZCmnSEIhkFtvVAHXskT4IDWT0AmwblyTlQyoMaZkWpJuNDYpRzhSJsWpJt2nqKbiaRDzKOZMTX10l9PAgwJIuA7n3AUtufT8xkbkr6IWdEW6zIayZjQLgB5vCzZal9V9bG3r4AnhiBOfT0iqEDO3ILfP0cJAcAQFsPzP6T6zLO1NkHTD8Ej9xEpo94+241zBuIGmbFl3AiBh4bBABQa9eGxSyZ2U0Mc4rKdC75/BPDbh+RnBulcaQV4vx0+es9jYE5/rJkZ6dT0tZxPcIhiYXF8cZQRJKCUgnQyVc1tlxB+MEdeR/nJvOGDthaqaE3juQOuC1dMTMOrEObnIhAB06Cdx2SazLS6N+cjE2CGmbFd3B8Hvb8mUwNMN+9BHP0xbKXM/HUKOyNj0RkxQmCeveDuvZVVjkpXz2n20YSwY3ZeRKRtK8shmiL68q0ixWnoi0wapTLSqYULZ2SMqMlWuvmkWeB+SlRlcuHdbt7BVyvi7eg8vpur5ONFDxSFqMtPhTfwcM3xSgHXQGUVAI8dKO851iYhb30G9kBBkIAWDKKR++W9TxrQe27xcClU+7A3IYlTW2gOv/dBClUB9pzRG76yZgbr3ZgKqA4xczg6THY4RvgiWExXJsYe/0c7LUPwDfOw37yy2WvlxqaQDt2rryQdIKiu51KynXlauJviJCOUlZ0x6z4j3Q6z+9SZT0Fj95xa3pdoQ1ypD5z8NqKDS54fho8eg/U0lG2NoUUicIcegr2yvvuToaBbTtgDlRAsrRITHc/eFsHeHJEasBbuzZcFYzZwl49K+VZbMFkpM3hoWdAxdR01wITQ25pHIlXJ7GwrsQ6IoI59Azs5XfFfR2qk/hyoapdStVQw6z4DtrRCx65lW34QARq31nekyTzuPPWcPPZi++IUtbwTZjjL5ctyYlaOmGefFWE/Z1gTcRpqb7CccbxIWDygewCvR3iwix48Cpo9+GSD8/zM0A6IR3W/EJjq5spDwl5FCFjSeEInKMv+qvjlLImapgV30GNrTCPPA17/6pU4fT0g5rKKztIrZ2SPOPq93quPtqefwHAyYQ04kgmAOOAY3Pl7fhFpvi47xbAjg/BW6RlcBxJnivRMHM6BXvhbYAtzOHnQT5x9ZqBE6KwlUqCuvZKVn0OnIiB718FJxZAzTuk/n0F46tGubZQw6ysCFsLHrkJnpsCNTSDOvaATGXSEqh5B5zmDdRd3tYBbO8FHt4DwFIGEmkE7Tyw7KnMDHv1PVG/cmt1+epZ8JEXfVcaZCdGwA/vAU4Aprt/Q/S/2Vrww7vST7qte0POsRQK1nkFPzkD4axUaUkHF7c4kvHSGoSUGQoEQTvzS1lyKin15IkYYAx4+iGQjIF2qhzqZkANs7Ii9uZ5YHwQICPJNvMzcPYdq/awygIRwfQ/DnTtBc+54gvNO/IvPFIJKRMJ1UlcOhkH5qdhL70Ds+eob3ZYdmIEfP0DiPCHhZ16IDvAMnfysTfOARPDEpMfuQVz+LkNd79T+27JC/A6hbGVHW53f+nHNgbm0Rfk51rZWc6MLV5IGNEz596DtfMalBXRrOxNDts0eGIY9vansPevghdW0Ete9n9W4nqBkCSgBELA+BDY5knMqlGICBTdBtPRJwldK3kDPBdiOi3u7FRSHi/Mgi+/C56frsyA14BH7wBwdcGDYTFiM2PlPQezGOVAKLtQmZ0o7H9nJ2E/eRv2/BlYt0a9UKi+EWb/STlnKgkYB7T7CKi1q5iXsfz4RDVo0JbKZNba+JWV0B1zEdgHd4CRmyLO0PcoyPGXO9ODk3HwlbNiTLzfjdwCd+5Ze6dB7peoX8h3wpb88JMTAHXtA9/51O28ROLWdo0fj9wC7Tla7WFKYhS77l7vuymfchjg7ijDDXJNGQcAuxrbq8PM4GvvZ+fv9ifg6LZ1ZQhT8w6Yo6czMqLlNqScSgAzEwAYiLb6O9u7abssUuLz4opnBnVXuAZ/A+G5KfDD+yL92dIJNG/fNK+tENQwrxOOzwP3LsmHYWIEXNcI6indnbYR8J1P5YObGwdlBoZvgRtbQY0r90UlMqDeA+B7l7O/6z1QFXWsQmBmKSdhMRTl/hBT9wB49J7MpxMAAiE5B7mlLD7AdPfDTo1mM8vrm4Hm/E06mBl855J4RYJhoHcAZlthDT3M/uOwNz+WPtZdewtLgrNpV2HNzapOW7fZxfpKd8hbFJUZjs/LIjaVlAWoCQD7T1Qkfl4M5ARgDj0DHr6RTf5q66n2sMqCnRgGbn+aWVzy5ANge2/e/I/Nihrm9cJukb9342d/unY5mZBWgUtvYiS7Xx69t6phBgDTuRfcsA28MAuKRNd8frXghRnw7U+B+Bwyrtydh8pWawy4rs7WLmD0zuKEI7ZS1uIDKBKFefQ5ed+NA2xrX9E9z7cvAMO35EFiHrj+EXjgiRXnjBMxKWGblEYX1LQd1Lmn4B0vOQHwtvZM72bUNQAR/2Sh870rYpS9RazbQYsGjpd2XNe4bMRuj4KhFZPDahVmBu5dyXql5JfAw3vgjt1lz5fwK2qY10u4AejYA4zcAhqaQR191R5RftJuHDTfDYEo265vDWiNnXW14VQSfP1DNynI7X6TToFvnQcGToqMYJmgzj3gyWEpmfJKrIJhUHtf2c5RKhSKSLb5WowNuaEJk0mk4tG7eQ0zJ+Pgq64AiuMAMMDkA/DMODBwAgiGRK+5Yduykp5FY9v7mBh2mwaa28vaoKNkYvNZiVFAFjbxhaIPx+m0tMWcGJbHrV2g7oGKVTXULKnk4gUSkJUSjc0WVctdi6hhXidEBOoZAHoGqj2U1QnWZbv/LHU/M28aWT6eHMm6SD2MIzueh/fKuqOgUB1w6BkpR5qbloXZ9l5/xyJXwjMQbCH1wSYbl14CP7wvRjn3ZhkIyhyP3JJjPbgNdO4FrZK7IP2vV9B1rjb1jcCkG6/12mFGi28gwkNXJUzg7frGBsHGWXV+FACBgMxZrha7px2/hRTLdPm2SSHHAdp3SyZx7g03nQKMAe0os5JWtYjN5jco3gq7zFAwDNO1D6b/cZiuvb4wysyccZkWTPtuN+M+JDHm1a6JqQeLd5MejgNMPxRhlEBIWkrWKNR7QNzrXiw8HAHtKm5Rx8zA+LAYGG+3Zxwx1MqqEBmgp1/eh1RS3ot0Cmjt2lJSorpj3sRQ1z5wOuWKaLiZ1U4QtOfo5rnI6xpXyBTnLdEJx44NAoNX5cbfd6Tgmmrq3gc2RgyIMUDnHlDzCupqK8VHGYAhmNYuoExlS9WCgiHgwJPSRpEB1Deu6pZf+4Du5y23pGkLZRWXgmnrAYcikmxp00BLJ6jVp56WDUIN8yaGiEA7D4I79wIL0xKDbWjeVGUH1NIOHr4hMXXjXs42LfraK8hrbhbYWjHKZACbBt+/Atp/sqD/JSJpdF9Is/uWLmDoetbN62HTQFt3kaP3H2QcoKF0mVUiArf1AKN3sz5JmwZ25G+OoizH77ktG426srcAFAxJFm1026YyygBAThDU/4S4U21KvkJ1oL3HfFvqUla8PAKbJ5egXKdo6xbvg01JaMSmZSEUqgOt0Ilrq0OdeyVcYIx4Mzr3gDp2V3tYSo2gO2al5qG6BtDACXAyns2U3mQLkHyQMeD2PmDwGiRMEQBbW/bMX3ICwL4nwBND4vqGBZo7RCfbZ1rhfoGMKdwjoShLUMNco3AyLlKIxgEa27QMA9jwnsC+ZGJYSkjISHx0ahRo6Sj7achxQNt7CyvF2kKwTcu8g6QJin4OlTKghrkG4WQcfPO8uBOJpDZ01yM1uUtkZlHOclWgaqEXcTVYsZ9uOpXN/GWIm1mpCJxKgG9/ku3tHYoAuw+Lh0FRSkCvoFpkdkJuyIGQuG4XZqT9W40ZNU6nwPevuGVNriJZYyuoc/No/pYDOzMO3L8CbmyF6dm/+I/beyXJiKzUFpdR7UxZHR69CyTiMu/MQHwePD4I0iQvpUQ2nWHmVEKMVKgOVI5erX7EK+PI1K5y2ZsVVAIevSuLCk+xixmYHhP98Q1wx9Yss5OyE54ZX7Zzph07RSwmlQQamjbvNe9HErFslrrntUgUpqinKKtRkmEmoj8F8NsAEgCuA/hHzDxZjoGtF2YWRaaJ4awedGs3qLV78+2+GtuAhlHpEQwGduzyhdDFupl+mDXKgHtzMyJooYY5A23vAYOBaMuya5mINo2KW83R0CxliLkL5Hp9L5TSKXXH/AaAbzFzioj+A4BvAfiT0odVBPPTYpSNk919jQ1KGU0NKxLlg4wBdh4SvWvj1PAuaSW1qnWqWG1yKBgGde2r9jCUJVBbNzgRk4Q7QNSpCuzQVWmYLXhyVPpzOwHQto6CxWiUylOSYWbmn+Q8fAfAV0sbTgljmXX7qObuvpjBs5OgTWaYAXenFKqtmPIyGtsWd8BilprcphUUqJQVYWZxZxvybX/wzQaRAXX3i4APwbctUQHpw46Z8ex9cX4G3LkXprF4PXBl4yhnjPkbAL5bxuOtj3w3ow3q3aqUB9qxCxybk52/p15Y3wzatrXk90qFmcEjN6XDEwBu7Ybxa7OITYjfS6Q4GQdmJrLeREByFsbvA2qYfQmtJX5PRG8CyPcp/zYz/8B9zrcBnADwFV7hgET0TQDfBICOjo7jr732WinjXg4zkMjTpi0cwSK9Wp8xOzuLaLSGNJ1TiWznl3K50K3baMOYgtWram7eNhKblnKzTI9wXvG613krjpqeN7aLE9WAbLRogys5anreyszp06ffZ+YThTx3TcO85gGI/gjAHwP4LDPPF/I/J06c4LNnz5Z03nxwbA788C4QnwfqGkDbd/q+WcOZM2dw6tSpag+jIHjkppRqkSMf9kgDqHv/2v+4AdTSvG00PDsh740TEKNsLWjnobxN5XXeiqOW541tWnQPvMUvIOWW0RaYDc5dqOV5KzdEVLBhLjUr+xVIsteLhRrljYTqGkC95eu/qyxhfjqntImAhdmVhS+UyhFpFO9FyhW6iDRJK0dFgTTn4I4+YPim650CEAiLkpviS0oNwP4ZgDCAN9yb8zvM/Mclj0rxJ8GwhAsoIDvmQEiNsg8gJwD0HgTmpyQUsMk6iCmlY6It4D1RYH5GYs31jb5OVisUSXpMSKZ5DWo5rESpWdn95RqIUgO09wFD17ItFjtVoL8SMLMkyAFAsC6v0SUnIFnuirIC5ASBTdRKkdMpYPiGGGYy4I4+34cuC0VTlpWCoVAdeNdhaf9nArorqwDMFnhwG4i5kaK6BnD7bp17RZkZl6RHJ+BmmQ8Bm6Tev/Z9GUpFIZI6WTUMFWJuSpp8GCNfsVlxWSuKsmlRw6wofiadQkY4x1sMpbWDlKKgsVWSHm1aPhstXdUeUdlQV7ai+JlIFJgyrjF2DXSkodqjUpSqQ04A3DMgbTcDQU3+UhSlMlAoAm7vEz1mIqB5Byi4vD5ZUbYiRAbIU69f66hhVhSfQ3UNQJ3uktcL2zRg0zXc5EXZqmiMWVGUzUk6CaTi1R6Foqwb3TErirIpoWAdoG5/pQbRHbOiKIqi+Ag1zIqiKIriI9QwK4qiKIqPUMOsKIqiKD5CDbOiKIqi+Ag1zIqiKIriI9QwK4qiKIqPUMOsKIqiKD5CDbOiKIqi+Ag1zIqiKIriI9QwK4qiKIqPUMOsKIqiKD5Cm1govoZTSSA2AxgHiDRK/1WlJNimgXQKMA7I0VuAovgN/VQqvoWZgZmHgE3LL2waiLZWd1A1DDMD1gITIwABYAaHG4CGZhBRtYenKIqLbj8U/8JWDAkZgEh2eUrxpBIAp2UuychXfA5ILFR7ZIqi5KCGWfEvZIBQBGAGGEBdtNojqm0SMfnu7Y6JAJAaZkXxGerKVnwLEYGjLUA6CpDZ2vFQZvEgeN6DYsj7fyzHVBTFN2zhO51SCxAREAhVexjVJZUE5ibErQ8C6huBcP36j+P9D7vHAcv3cEP5xqooSsnoUllR/AwzMDuRjbUDwPy0GOt1Qk4AMO4XW4AcINoCCm7xhY+i+AzdMSuKn7EpMc6eUSaSx+kkEAiu/3hEoG3tYGbNxFYUn6I7ZkXxM2QAsBhjIPu9RKOqRllR/IvumBXFzxhHYsPxecCyhIadABCsq/bIisOmgWRcvnuvQxcJirIINcyK4ncijZIAl0pkDXUtGrN0CpifdF3zAJIEJGNA/bbKvR4vDMAsc1qL86hsetQwK4rfIQJCdfJVy8RmADBgvAgai7FOLBSXZV4MiQUgNgeAgFBYFj2K4jM0xqwoysbDrhFGzg6VSL5SicqNI5WUIRCKymxXlEqghllRlMqwksCJqeBtKBxBZnEQilTuvIqyDtSVrSi1AnO2oYdxais+SiSJXp78p1f2BaqsgQyEgMZW0Vap5IJAUdZBSVcmEf1bIjpPROeI6CdE1F2ugSmKsoRkDFiYlq9krNqjWT/hBiAYEaPoGeVwFHCKqMcuBTJqlBVfU+rV+afMfJSZjwH4awD/ugxjUhQlH8k4MgHSZLzao1k/REAkKjvWhhZp4VnrCW2KsgGUZJiZeTrnYQNkLawoykbgBOFuN4tT/fILZGrPFa8oFaTkGDMR/TsAfwhgCsDpkkekKEp+wvVZg1xp96+iKBWDmFff5BLRmwA68/zp28z8g5znfQtAHTP/mxWO800A3wSAjo6O46+99lrRg95MzM7OIhrVPsPrReetOHTeikPnrTh03rKcPn36fWY+Uchz1zTMhUJEuwH8kJkfXeu5J06c4LNnz5blvLXOmTNncOrUqWoPo+bQeSuOss0b85ZyRev1Vhw6b1mIqGDDXGpW9kDOwy8BuFTK8RRF8TlsRTkrNlObCWiKUgOUGmP+90R0AIAFcBvAH5c+JEVRfEs6JbXUREAqLjFv0tIjRSknJRlmZv575RqIoig1AJErnOXWIWPruLMVpVKo8peiKIVj3FaN1rq7ZTXMilJu1DArilI4RCJrqSjKhqHBIUVRFEXxEWqYFUVRFMVHqGFWFEVRFB+hhllRFEVRfIQaZkVRFEXxEWqYFUVRFMVHqGFWFEVRFB+hhllRFEVRfIQaZkVRFEXxEWqYFUVRFMVHqGFWFEVRFB+hhllRFEVRfAQxc+VPSjQK6d+sANsBPKz2IGoQnbfi0HkrDp234tB5y7KbmXcU8sSqGGYlCxGdZeYT1R5HraHzVhw6b8Wh81YcOm/Foa5sRVEURfERapgVRVEUxUeoYa4+f17tAdQoOm/FofNWHDpvxaHzVgQaY1YURVEUH6E7ZkVRFEXxEWqYfQAR/SkRXSKi80T0fSLaVu0x1QJE9LtEdIGILBFp5ucaENErRHSZiK4R0b+q9nhqASL6r0T0gIg+qfZYagki2klEPyeii+5n9J9Ve0y1hBpmf/AGgEeZ+SiAKwC+VeXx1AqfAPgKgLeqPRC/Q0QOgP8M4FUAjwD4fSJ6pLqjqgn+O4BXqj2IGiQF4F8w8yEATwH4J3q9FY4aZh/AzD9h5pT78B0AvdUcT63AzBeZ+XK1x1EjPAngGjPfYOYEgNcA/E6Vx+R7mPktAOPVHketwcxDzPyB+/MMgIsAeqo7qtpBDbP/+AaAH1d7EMqmowfA3ZzH96A3SqUCEFEfgMcB/Ka6I6kdAtUewFaBiN4E0JnnT99m5h+4z/k2xAX0nUqOzc8UMm9KQVCe32lJhrKhEFEUwP8B8M+Zebra46kV1DBXCGZ+abW/E9EfAfgigM+y1rBlWGvelIK5B2BnzuNeAINVGouyBSCiIMQof4eZv1ft8dQS6sr2AUT0CoA/AfAlZp6v9niUTcl7AAaIaA8RhQB8HcD/q/KYlE0KERGAvwBwkZn/Y7XHU2uoYfYHfwagEcAbRHSOiP5LtQdUCxDRl4noHoCnAfyQiF6v9pj8iptc+E8BvA5JxPkrZr5Q3VH5HyL6nwD+FsABIrpHRP+42mOqEZ4F8A8BfMa9p50joi9Ue1C1gip/KYqiKIqP0B2zoiiKovgINcyKoiiK4iPUMCuKoiiKj1DDrCiKoig+Qg2zoiiKovgINcyKoiiK4iPUMCuKoiiKj1DDrCiKoig+4v8Dlsq8pOhE7ggAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.scatter()散点图\n",
    "# plt.scatter(x, y, s=None, c=None, marker=None, cmap=None, norm=None, vmin=None, vmax=None, \n",
    "# alpha=None, linewidths=None, verts=None, edgecolors=None, hold=None, data=None, **kwargs)\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000)\n",
    "plt.scatter(x,y,marker = '.',\n",
    "           s = np.random.randn(1000)*100,\n",
    "           cmap = 'Reds',\n",
    "           c = y,\n",
    "           alpha = 0.8\n",
    "           )\n",
    "plt.grid()\n",
    "# s: 散点的大小\n",
    "# c: 散点的颜色\n",
    "# vmin，vmax：亮度设置，标量\n",
    "# cmap：colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B9316F28>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B934C438>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B9372AC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B93A4198>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B93C97B8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B93C97F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B94254E0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B944CB70>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B947F240>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B94A68D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B94CFF60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B9500630>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000225B9528CC0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B955B390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B9582A20>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000225B95B40F0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pandas.plotting.scatter_matrix---散点矩阵\n",
    "# pd.plotting.scatter_matrix(frame,alpha = 0.5,figsize = None,ax = None,\n",
    "# grid = False,diagonal = 'hist',marker = '.',density_kwds = None,hist_kwds = None,range_padding = 0.05,**kwds)\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(100,4),columns = list('abcd'))\n",
    "pd.plotting.scatter_matrix(df,figsize = (10,6),\n",
    "                 marker = 'o',\n",
    "                 diagonal = 'kde',\n",
    "                 alpha = 0.5,\n",
    "                 range_padding = 0.1\n",
    "                 )\n",
    "\n",
    "# diagonal: ({'hist','kde'}),必须且只能在{'hist','kde'}中选择一个 ---> 每个指标的频率图\n",
    "# range_padding: (float，可选)，图像在x轴，y轴原点附近的留白（padding），该值越大，留白距离越大，图像远离坐标原点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.11---极坐标图\n",
    "## 调用subplot()创建子图时，通过设置projection = ‘polar’，便可以创建一个极坐标子图，然后调用plot()在极坐标子图中进行绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    0\n",
      "1    1\n",
      "2    2\n",
      "3    3\n",
      "4    4\n",
      "dtype: int32\n",
      "[0.   0.02 0.04 0.06 0.08 0.1  0.12 0.14 0.16 0.18]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建极坐标轴\n",
    "\n",
    "s = pd.Series(np.arange(20))\n",
    "theta = np.arange(0,2*np.pi,0.02)\n",
    "print(s.head())\n",
    "print(theta[:10])\n",
    "#创建数据\n",
    "\n",
    "fig = plt.figure(figsize=(8,4))\n",
    "ax1 = plt.subplot(121,projection = 'polar')\n",
    "ax2 = plt.subplot(122)\n",
    "# 创建极坐标子图\n",
    "# 还可以写成：ax = fig.add_subplot(111,polar = 'True')\n",
    "\n",
    "ax1.plot(theta,theta*3,linestyle = '--',lw = 1)\n",
    "ax1.plot(s,linestyle = '--',marker = '.',lw = 2)\n",
    "ax2.plot(theta,theta*3,linestyle = '--',lw = 1)\n",
    "ax2.plot(s)\n",
    "plt.grid()\n",
    "# 创建极坐标图，参数1为角度（弧度制），参数2为value\n",
    "# lw --- 线宽"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.projections.polar.RadialTick at 0x225b96985c0>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b9691828>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b96b6978>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b96b6e48>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b96bc390>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b969f828>,\n",
       " <matplotlib.projections.polar.RadialTick at 0x225b96bcdd8>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 极坐标参数设置\n",
    "\n",
    "theta = np.arange(0,2*np.pi,0.02)\n",
    "plt.figure(figsize=(8,4))\n",
    "ax1 = plt.subplot(121,projection = 'polar')\n",
    "ax2 = plt.subplot(122,projection = 'polar')\n",
    "ax1.plot(theta,theta/6,'--',lw = 2)\n",
    "ax2.plot(theta,theta/6,'--',lw = 2)\n",
    "# 创建极坐标子图ax\n",
    "\n",
    "ax2.set_theta_direction(-1)\n",
    "# set_theta_direction(): 坐标轴正方向，默认为逆时针\n",
    "\n",
    "ax2.set_thetagrids(np.arange(0.0,360.0,90),['a','b','c','d'])\n",
    "ax2.set_rgrids(np.arange(0.2,2,0.4))\n",
    "# set_thetagrids(): 设置极坐标角度网格线显示及其标签 ---> 网格和标签数量一致\n",
    "# set_rgrids(): 设置极径网格线显示，其中参数必须为正数\n",
    "\n",
    "ax2.set_theta_offset(np.pi/2)\n",
    "# set_theta_offset(): 设置角度偏移，逆时针，弧度制\n",
    "\n",
    "ax2.set_rlim(0.2,1.2)\n",
    "ax2.set_rmax(2)\n",
    "ax2.set_rticks(np.arange(0.1,1.5,0.2))\n",
    "# set_rlim(): 设置显示的极径范围\n",
    "# set_rmax(): 设置显示的极径最大值\n",
    "# set_rticks(): 设置极径网格线的显示范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.patches.Polygon at 0x225b971bcf8>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 雷达图1 --- 极坐标的折线图/填图---plt.plot()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "\n",
    "ax1 = plt.subplot(121,projection = 'polar')\n",
    "ax1.set_title('radar map\\n')                # 创建标题\n",
    "ax1.set_rlim(0,12)\n",
    "\n",
    "data1 = np.random.randint(1,10,10)\n",
    "data2 = np.random.randint(1,10,10)\n",
    "data3 = np.random.randint(1,10,10)\n",
    "theta = np.arange(0,2*np.pi,2*np.pi/10)\n",
    "# 创建数据\n",
    "\n",
    "ax1.plot(theta,data1,'.--',label = 'data1')\n",
    "ax1.fill(theta,data1,alpha = 0.2)\n",
    "ax1.plot(theta,data2,'.--',label = 'data2')\n",
    "ax1.fill(theta,data2,alpha = 0.2)\n",
    "ax1.plot(theta,data3,'.--',label = 'data3')\n",
    "ax1.fill(theta,data3,alpha = 0.2)\n",
    "# 绘制雷达线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 10)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 雷达图2 --- 极坐标的折线图/填图---plt.polar()\n",
    "# 首尾闭合\n",
    "\n",
    "labels = np.array(list('abcdef'))        # 标签\n",
    "dataLength = 6        # 数据长度\n",
    "data1 = np.random.randint(0,10,6)\n",
    "data2 = np.random.randint(0,10,6)       # 数据\n",
    "\n",
    "angles = np.linspace(0,2*np.pi,dataLength,endpoint = False)\n",
    "data1 = np.concatenate((data1,[data1[0]]))   # 闭合\n",
    "data2 = np.concatenate((data2,[data2[0]]))    # 闭合\n",
    "angles = np.concatenate((angles,[angles[0]]))    # 闭合\n",
    "\n",
    "plt.polar(angles,data1,'o-',linewidth = 1)         # 绘制极坐标系\n",
    "plt.fill(angles,data1,alpha = 0.25)      # 填充\n",
    "plt.polar(angles,data2,'o-',linewidth = 1)         # 绘制极坐标系\n",
    "plt.fill(angles,data2,alpha = 0.25)      # 填充\n",
    "\n",
    "plt.thetagrids(angles * 180/np.pi,labels)       # 设置网络，标签\n",
    "plt.ylim(0,10)                    # polar的极值设置为ylim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<a list of 8 Line2D thetagridline objects>,\n",
       " <a list of 4 Text thetagridlabel objects>)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 极轴图 --- 极坐标的柱状图\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "\n",
    "ax1 = plt.subplot(111,projection = 'polar')\n",
    "ax1.set_title('radar map\\n')\n",
    "ax1.set_rlim(0,12)\n",
    "\n",
    "data = np.random.randint(1,10,10)\n",
    "theta = np.arange(0,2*np.pi,2*np.pi/10)\n",
    "# 创建数据\n",
    "\n",
    "bar = ax1.bar(theta,data,alpha = 0.5)\n",
    "for r,bar in zip(data,bar):\n",
    "    bar.set_facecolor(plt.cm.jet(r/10.))     # 设置颜色\n",
    "plt.thetagrids(np.arange(0.0,360.0,90),[])   # 设置网格，标签（这里是空标签，则不显示内容）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.12---箱型图\n",
    "## 箱型图：又称为盒须图、盒式图或箱线图，是一种用作显示一组数据分散情况资料的统计图\n",
    "## 包含一组数据的：最大值，最小值，中位数，上四分位数（Q1）,下四分位数（Q3）,异常值。\n",
    "### 1.中位数：一组数据平均分成两份，中间的数\n",
    "### 2.上四分位数（Q1）：是将序列平均分成四份，计算(n+1)/4与(n-1)/4两种，一般使用(n+1)/4\n",
    "### 3.下四分位数（Q3）：是将序列平均分成四份，计算(n+1)/4*3=6.75，一般使用(n+1)/4\n",
    "### 4.内限：T型的盒须就是内限，最大值区间为：Q3+1.5IQR,最小值区间为：Q3-1.5IQR      (IQR = Q3 - Q1)\n",
    "### 5.外限：T型的盒须就是内限，最大值区间为：Q3+3IQR,最小值区间为：Q3-3IQR      (IQR = Q3 - Q1)\n",
    "### 6.异常值：内限之外--->中度异常，外限之外--->极度异常\n",
    "## plt.plot.box(), plt.boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x225ba7fc940>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.plot.box()绘制\n",
    "\n",
    "fig,axes = plt.subplots(2,1,figsize=(10,6))\n",
    "df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
    "color = dict(boxes='DarkGreen', whiskers='DarkOrange', medians='DarkBlue', caps='Gray')\n",
    "# 箱型图着色\n",
    "# boxes → 箱线\n",
    "# whiskers → 分位数与error bar横线之间竖线的颜色\n",
    "# medians → 中位数线颜色\n",
    "# caps → error bar横线颜色\n",
    "\n",
    "df.plot.box(ylim=[0,1.2],\n",
    "           grid = True,\n",
    "           color = color,\n",
    "           ax = axes[0])\n",
    "# color：样式填充\n",
    "\n",
    "df.plot.box(vert=False, \n",
    "            positions=[1, 4, 5, 6, 8],\n",
    "            ax = axes[1],\n",
    "            grid = True,\n",
    "           color = color)\n",
    "# vert：是否垂直，默认True\n",
    "# position：箱型图占位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'whiskers': [<matplotlib.lines.Line2D object at 0x00000225BA922E48>, <matplotlib.lines.Line2D object at 0x00000225BA922F98>, <matplotlib.lines.Line2D object at 0x00000225BA930EF0>, <matplotlib.lines.Line2D object at 0x00000225BA938080>, <matplotlib.lines.Line2D object at 0x00000225BA940F28>, <matplotlib.lines.Line2D object at 0x00000225BA9470B8>, <matplotlib.lines.Line2D object at 0x00000225BA953EF0>, <matplotlib.lines.Line2D object at 0x00000225BA95A080>, <matplotlib.lines.Line2D object at 0x00000225BA965F28>, <matplotlib.lines.Line2D object at 0x00000225BA96E0B8>], 'caps': [<matplotlib.lines.Line2D object at 0x00000225BA927470>, <matplotlib.lines.Line2D object at 0x00000225BA927898>, <matplotlib.lines.Line2D object at 0x00000225BA9384A8>, <matplotlib.lines.Line2D object at 0x00000225BA9388D0>, <matplotlib.lines.Line2D object at 0x00000225BA9474E0>, <matplotlib.lines.Line2D object at 0x00000225BA947898>, <matplotlib.lines.Line2D object at 0x00000225BA95A4A8>, <matplotlib.lines.Line2D object at 0x00000225BA95A8D0>, <matplotlib.lines.Line2D object at 0x00000225BA96E4E0>, <matplotlib.lines.Line2D object at 0x00000225BA96E908>], 'boxes': [<matplotlib.patches.PathPatch object at 0x00000225BA922BE0>, <matplotlib.patches.PathPatch object at 0x00000225BA930C88>, <matplotlib.patches.PathPatch object at 0x00000225BA940CC0>, <matplotlib.patches.PathPatch object at 0x00000225BA953C88>, <matplotlib.patches.PathPatch object at 0x00000225BA965CC0>], 'medians': [<matplotlib.lines.Line2D object at 0x00000225BA927CC0>, <matplotlib.lines.Line2D object at 0x00000225BA938CF8>, <matplotlib.lines.Line2D object at 0x00000225BA947CC0>, <matplotlib.lines.Line2D object at 0x00000225BA95ACF8>, <matplotlib.lines.Line2D object at 0x00000225BA96ED30>], 'fliers': [<matplotlib.lines.Line2D object at 0x00000225BA930518>, <matplotlib.lines.Line2D object at 0x00000225BA940550>, <matplotlib.lines.Line2D object at 0x00000225BA953518>, <matplotlib.lines.Line2D object at 0x00000225BA965550>, <matplotlib.lines.Line2D object at 0x00000225BA976588>], 'means': [<matplotlib.lines.Line2D object at 0x00000225BA930128>, <matplotlib.lines.Line2D object at 0x00000225BA940160>, <matplotlib.lines.Line2D object at 0x00000225BA953128>, <matplotlib.lines.Line2D object at 0x00000225BA965160>, <matplotlib.lines.Line2D object at 0x00000225BA976198>]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.boxplot()绘制\n",
    "# pltboxplot(x, notch=None, sym=None, vert=None, whis=None, positions=None, widths=None, patch_artist=None, bootstrap=None, \n",
    "# usermedians=None, conf_intervals=None, meanline=None, showmeans=None, showcaps=None, showbox=None, showfliers=None, boxprops=None, \n",
    "# labels=None, flierprops=None, medianprops=None, meanprops=None, capprops=None, whiskerprops=None, manage_xticks=True, autorange=False, \n",
    "# zorder=None, hold=None, data=None)\n",
    "\n",
    "df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
    "plt.figure(figsize=(10,4))\n",
    "# 创建图表、数据\n",
    "\n",
    "f = df.boxplot(sym = 'o',  # 异常点形状，参考marker\n",
    "               vert = True,  # 是否垂直\n",
    "               whis = 1.5,  # IQR，默认1.5，也可以设置区间比如[5,95]，代表强制上下边缘为数据95%和5%位置\n",
    "               patch_artist = True,  # 上下四分位框内是否填充，True为填充\n",
    "               meanline = False,showmeans=True,  # 是否有均值线及其形状\n",
    "               showbox = True,  # 是否显示箱线\n",
    "               showcaps = True,  # 是否显示边缘线\n",
    "               showfliers = True,  # 是否显示异常值\n",
    "               notch = False,  # 中间箱体是否缺口\n",
    "               return_type='dict'  # 返回类型为字典\n",
    "              ) \n",
    "plt.title('boxplot')\n",
    "print(f)\n",
    "\n",
    "for box in f['boxes']:\n",
    "    box.set( color='b', linewidth=1)        # 箱体边框颜色\n",
    "    box.set( facecolor = 'b' ,alpha=0.5)    # 箱体内部填充颜色\n",
    "for whisker in f['whiskers']:\n",
    "    whisker.set(color='k', linewidth=0.5,linestyle='-')\n",
    "for cap in f['caps']:\n",
    "    cap.set(color='gray', linewidth=2)\n",
    "for median in f['medians']:\n",
    "    median.set(color='DarkBlue', linewidth=2)\n",
    "for flier in f['fliers']:\n",
    "    flier.set(marker='o', color='y', alpha=0.5)\n",
    "# boxes, 箱线\n",
    "# medians, 中位值的横线,\n",
    "# whiskers, 从box到error bar之间的竖线.\n",
    "# fliers, 异常值\n",
    "# caps, error bar横线\n",
    "# means, 均值的横线,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Col1      Col2  X  Y\n",
      "0  0.040224  0.229586  A  A\n",
      "1  0.938173  0.337874  A  B\n",
      "2  0.682469  0.385801  A  A\n",
      "3  0.456658  0.345841  A  B\n",
      "4  0.630571  0.163720  A  A\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x00000225BAAA3780>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x00000225BAAC8B70>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEcCAYAAADKlrO6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHF5JREFUeJzt3X+4HVV97/H3xyRghJgDRFtJYoIaFAQFkwv1ai/HK/qAWrAtKCA8cOWCWtEqSAkWEaiUoF6xl6K3VCwBfyC1alOIgNJztKhoQPkhBHpDTEiMIj9CLgeCJPC9f8wEJjv77D05Z/aZOWd9Xs8zT87MrL3mu2evzHfPmjWzFRGYmVm6nld3AGZmVi8nAjOzxDkRmJklzonAzCxxTgRmZolzIjAzS5wTgfWEpMslfaruOOrWaT9IOkHSTRVtZ5WkjZKurKK+Xsj3xUZJa+uOxbbmRDDBFQ4QQ5LWS7pW0uy64yqSFJJeUXccE8CfRMRxW2YkRf7vJEk/k/TxwrpJkm6R9LF8/hxJ55TZSH5AP0HSqyVtkLRny/obJV1QjAEgIk4ADh3F+7MecSJIw59ExM7AS4AHgItrjqdnlHG7LoiIp4H3AgslvSpf/DEggItGUe9dwGeByyQJQNKJwEzg3FEFbWPK/2ESEhFPAt8E9t6yTNJ0SVdIelDSaklnbTmQSvqipG8Wyl6Yf9uTpH5JayV9XNJD+ZnHe4bbtqSTJK2Q9IikJZJ2z5f/MC9ye37W8u42r50k6X/l2/mVpFPys4jJ+fpBSedL+hHwBPAySbvn23kk3+5Jhfq26q7Z8l4K86sknSnp7vws6p8kPb+w/h2SbpP0qKQfS3pNYd3+kn4u6TFJ3wCefd3wu0YX59+s75H05nzhkZJubSl4mqTvdKmvrYj4JfA5soP2XsDHgffmSWI0LgB2Bv5C0h8AF+b1PjnKem0sRYSnCTwBq4CD879fACwGriisvwL4V2AaMBf4T+DEQvn/BE4A/hh4CJiVr+sHNpMdXHYEDgIeB16Zr78c+FT+93/PX/u6vOzFwA8LMQTwig7v4f3A3cAsYBfg+/lrJufrB4H7gVcDk4EpwA+AL5AdiPcDHgTe3Bpb4b2sbdlnvwRmA7sCPyq8l9cBvwMOBCYBx+fldwR2AFYDH81jOALYVNxWy/s6Id+HW8q/G9iQb3NH4BFgr0L5XwB/3u1z7rAfdwDuzD+LcytsY/vnsX4P+HyXslvta0/NmGoPwFOPP+DsADEEPJofdNYB++brJgG/B/YulH8fMFiYPyD/T74aOLqwvD+vb6fCsquBT+R/FxPBZcCnC+V2zg+Qc/P5bong34H3FeYPbpMIziusnw08DUwrLLsAuLw1tsJ7aU0E7y/Mvw24L//7i8DftMR3L1ki/G/5/lVh3Y+7JILW8j8Djits6/z871cD64EdO3zOHRNBXu5L+b7bs+J29hlgLfCCLuWcCBo4uWsoDe+MiD6yb5mnAD+Q9IfADJ77FrvFarI+XgAi4mfASkBkB/qi9RHxeMtrd2+z/d2L24iIIeDh4na62B1YU5hf06ZMcdnuwCMR8VhLbGW311pf8X3NAU7Lu4UelfQoWeLZPZ9+HfkRr/DaTtqV37KtxcAxef/7ccDVEfH77XgPW5H0x8A7yc4C/26k9QzjLmBVRDxRcb02BpwIxrHWvu1uIuLpiPgW2bflN5J1EWwiO7ht8VLg14VtfJAsgawD/qqlyl0k7dTy2nVtNr2uuI38NbsVt9PFb8i6hbZoN+qpeDBdB+wqaVpLbFu29zhZt9cWf9imvuI2iu9rDdm39L7C9IKI+Hoe58wtF04Lr+2kXfl1ABFxM/AUWbfcMcCIh4bm1zguI7tI/AHglZKOHWl9ddje9m7lORE0hKRj8uF8Q5J+I+m7kt64nXWcktfxe0mXt1kvSYeT9bMvj+xC4dXA+ZKmSZoDnAp8JS+/J/Ap4Fiyb6R/JWm/lmrPlbRD/m3zHcA/twnta8D/kLSfpB2BvwV+GhGr8vUPAC/r8NauBv5S0kxJfcAZnfZDRKwh65K5QNLz84u5JwJfzYvcBrxN0q75mdFH2lTzQUmzJO1KdmH1G/nyfwTeL+nAfH/uJOntedL5CVl32YclTZb0Z2Rda528OC8/RdKRwF7A0sL6K4C/BzZHxGjuOTgPWB0Rl+ff2k8GLpL0onaF84vx/aPYXkejbe+SdpR0mbIBDo9J+oUkD00dISeCBpB0KvB5sgPkH5B9K/wCcPh2VrWO7MD95Zbl/yZpCPh/wPnA8ZEN/QP4ENk35JXATWQH7S/nI3K+AlwYEbdHxP8lOyBemR/MAX5L1m+9juwg+/6IuKc1qIi4EfgE8C9k35pfDhxVKHIOsDjvanlXm/f1j8ANwB1kF0yXkh1wO414OZrs4vc64NvAJyPie/m6K4HbyfrVb+C5g3zR1/J1K/PpU/l7uQU4iezgvB5YQdbXT0Q8BfxZPr+e7OLvtzrECPBTYB7Z2dn5wBER8XBh/ZXAPozubGAB2bWfk7csi4jvA9eQtbvW8rPIrivdOdJtdrEzo2/vk8nOzg4CppO1r6slza0y0GTUfZEi9YmsEQ8BRw6zfkey/zTr8unz5BcMGebCG9lB6/Iex91222O0zw4l+3bbq/pXUeLC6xi916nAY8C8LuXuJUv0iyvY5rHABT14L5flMT5TZXsvvPYOhhlV5anz5DOC+r2ebIjjt4dZ/9fAH5ENgXwtWVfDWWMTWjNImirpbXl3y0zgkwy/vyaaDwDLIjsjG1ZEvDIiXhgRx492gxHxlYg4c7T1tKn3ROBdZImg0vae38OwJ9lFa9tOTgT12w14KCI2D7P+PWRDI38XEQ+S3bF53DBlJyqRve/1ZF1Dy4Gza41oDEhaBfwlcFrNoVSp8vYuaQpZ1+TiaNM1ad1NrjsA42FghqTJw/zn2GroJcMP0RxTETHI1iN5ermtJ4D/Mhbbyrc3d6y21UlT4qhYpe1d2V3wV5KNrjqlykBT4jOC+v0EeJJsfHc7Ww29ZPghmmbjQWXtPR92exnZBec/j4hNFcaZFJ8R1CwiNkg6G7hE0maykSqbyO6efRPwdeAsScvIxsqfTT68s1U+0mcy2R3Dk/Kx45s7nIabjakq2zvZndd7kV3Y39jz4CcwJ4IGiIjPSXqA7KLYV8lGidxKNpzw58ALyUZEQDZOf7jn/J9FdiF1i2PJ+ljPqT5qs5Gpor3n97y8j+wRKb8t3JP3voj4amt560z5sCszM0uUrxGYmSXOicDMLHFOBGZmiXMiMDNLnBOBmVniahs+OmPGjJg7d25l9T3++OPstNNO3QvWwLGNXJXx3XrrrQ9FRNvHLo+FKtt8kz+3JscGzY6v6thKt/m6nnY3f/78qNLAwECl9VXJsY1clfEBt0SNT3isss03+XNrcmwRzY6v6tjKtnl3DZmZJc6JwMwscU4EZmaJcyIwM0ucE4GZWeKcCMzMEudEYGaWOCcCM7PE+YdpeqDwIxnDCv8OhJk1hM8IeqD1rr05Z1yzzTIzs6ZwIjAzS5wTgZlZ4pwIzMwS50RgZpY4JwIzs8Q5EZiZJc6JwMwscU4EZmaJcyIwM0ucE4GZWeKcCMzMEueHzlljlHlYH/iBfWZV8xmBNUbrg/n8wD6zseFEYGaWOCcCM7PEORGYmSXOicDMLHFOBGZmiXMiMDNLnBOBmVninAjMzBLnRGBmljgnAjOzxDkRmJklrtRD5yQdAvwdMAn4UkQsaln/UmAx0JeXWRgRSyuOtZFee+4NbNi4qWu5uQuv7bh++tQp3P7Jt1YVlplZaV0TgaRJwCXAW4C1wDJJSyLi7kKxs4CrI+KLkvYGlgJzexBv42zYuIlVi97esczg4CD9/f0dy3RLFGZmvVKma+gAYEVErIyIp4CrgMNbygTwwvzv6cC66kI0M7NeKtM1NBNYU5hfCxzYUuYc4AZJHwJ2Ag5uV5Gkk4HTgb6+vj4GBwe3N95hDQ0NVVrf9ui23bKx1RF/nfutrKbH10mv2nyTP7cmxwbNjq+22No9A77l2e9Hkl0X2DJ/HHBxS5lTgdPyv18P3A08r1O98+fPjyoNDAxUWl9Zc864pmuZMrGVqacX6tpvZVW5X4Bbokt77+VUZZtv8ufW5Ngimh1f1bGVbfNluobWArML87PYtuvnRODqPLH8BHg+MGNEmcnMzMZUmUSwDJgnaQ9JOwBHAUtaytwPvBlA0l5kieDBKgM1M7Pe6JoIImIzcApwPbCcbHTQXZLOk3RYXuw04CRJtwNfB07IT0vMzKzhSt1HENk9AUtblp1d+Ptu4A3VhmZmZmOhVCIwMxuPJJUql3oHhhOBmU0YrXf6zznjmlKva72hM7U7/Z0IzGzC8J3+I+NEYGYTxrS9FrLv4oXdCy7uVg9A54QykTgRmNmE8djyRd0LlTB96pRK6hkvnAjMbMLo1i0EWbdPmXIpcSIwswlruFFDunDr+dRHDfmHacxswmr3XJ2BgYF2z1RLms8IrDZV/KhPasP8zHrBicBqU8VQv9SG+Zn1gruGzMwS50RgZpY4JwIzs8Q5EZiZJc6JwMwscU4EZmaJcyIwM0uc7yMYJT/t0MzGOyeCUXps+SI//9zMxjV3DZmZJW5cnhH4d0jNzKozLhNBuwO8nzFuZuNNmS+1Y/GF1l1DZmY1aX0c9pwzrqnlEdlOBGZmiXMiMDNLnBOBmVnixsXF4ip+yQr8a1ZmZu2Mi0RQxS9ZgW/aMjNrx11DZmaJcyIwM0ucE4GZWeLGxTUCP+HTzKx3xkUi8BM+zcx6x11DZmaJK5UIJB0i6V5JKyS17aOR9C5Jd0u6S9LXqg3TzMx6pWvXkKRJwCXAW4C1wDJJSyLi7kKZecCZwBsiYr2kF/cqYDMzq1aZM4IDgBURsTIingKuAg5vKXMScElErAeIiN9VG6aZmfVKmUQwE1hTmF+bLyvaE9hT0o8k3SzpkKoCNDOz3iozaqjdLye0PiR7MjAP6AdmAf8haZ+IeHSriqSTgdOBvr6+PgYHB0sH2q3s0NBQqfq2Z5tlNTm2bsrG1itV7Ls64+9mNG2+k7o/t06aHBs0P746YiuTCNYCswvzs4B1bcrcHBGbgF9JupcsMSwrFoqIS4FLARYsWBDdhns+67pruw4NLTN8tEw9263JsZVQKrYembZ6Xz60ukTBhzvUsRf0999ZWUxVG3Gb76LOz62bJscGDY+vpuNAmUSwDJgnaQ/g18BRwDEtZb4DHA1cLmkGWVfRyioDtYmnivtDfG+I2eh1vUYQEZuBU4DrgeXA1RFxl6TzJB2WF7seeFjS3cAAcHpEdPgeZ2ZmTVHqzuKIWAosbVl2duHvAE7NJzMzG0fGxSMmmq5U98R13X80x8ysDk4Eo9StjxuyRFGmnJlZHfysITOzxPmMwMxsDDT5t9edCMzMxkCTf3vdXUNmZolzIjAzS5wTgZlZ4pwIzMwS50RgZpY4JwIzs8Q5EZiZJc6JwMwscU4EZmaJcyIwM0ucE4GZWeKcCMzMEudEYGaWOCcCM7PEORGYmSXOicDMLHFOBGZmiXMiMDNLnBOBmVninAjMzBLnRGBmlrjJdQcwEUnadtmFW89HxBhFY2bWmc8IeiAitpoGBga2WWZm1hQ+IzAzGwPT9lrIvosXdi+4uFs9AG+vIqRnORGYmY2Bx5Yv2mbZ6gvf0fV1c864Zqv56VOnVBbTFk4EZmZjYNWiNt/iF23dTTw4OEh/f//YBFTgawRmZolzIjAzS5wTgZlZ4kolAkmHSLpX0gpJw172lnSEpJC0oLoQzcysl7omAkmTgEuAQ4G9gaMl7d2m3DTgw8BPqw7SzMx6p8wZwQHAiohYGRFPAVcBh7cp9zfAp4EnK4zPzMx6rEwimAmsKcyvzZc9S9L+wOyI2HrAq5mZNV6Z+wi2fXAOPDv4VdLzgIuAE7pWJJ0MnA709fX1MTg4WC5K6Fp2aGioVH3bs82qlI2tDnXHVsXn2tR9C6Nr853U/bl10uTYoNnx1RZb6zNw2jwT5/XA9YX5M4EzC/PTgYeAVfn0JLAOWNCp3vnz50dZc864pmuZgYGBSurphTKx1aXO2Kr4XLfnMwVuiS7tvZfT9rT5btymRq7J8VUdW9k2X6ZraBkwT9IeknYAjgKWFBLJhoiYERFzI2IucDNwWETcUkGeMjOzHuvaNRQRmyWdAlwPTAK+HBF3STqPLNss6VyDmY1Wu0ebtxN+sq2NQKlnDUXEUmBpy7KzhynbP/qwzKyo9QA/d+G17Z9dYzYCvrPYzCxxTgRmZolzIjAzS5wTgZlZ4vzDNFaruQuv7V7ouuHL9OLXmsxS40RgtSkz6sWjY8x6z11DZmaJ8xmBmW2X1557Axs2bnp2vswPsMPWP8I+feoUbv/kWyuPzUbGicDMtsszc09jWmF+n8v3KfnK537T6hkA7qwuKBuVcZMIRntREXxh0awKdx7f+QA+ODhIf3//2ARjlRgXicAXFc3MescXi83MEudEYGaWOCcCM7PEORGYmSVuXFwsNktJ6zj94XQbSeex+laWE4FZw2zYuKnrCLgyQzRLDbk2w11DZmbJcyIwM0ucE4GZWeKcCMzMEudEYGaWOCcCM7PEORGYmSXOicDMLHFOBGZmiXMiMDNLnBOBmVninAjMzBLnRGBmljgnAjOzxDkRmJklzr9HYNYw0/ZayL6LF3YvuLhbPQCdf9fADJwIzBrnseWL/MM0NqbcNWRmlrhSiUDSIZLulbRC0jbnrJJOlXS3pDsk3ShpTvWhmplZL3RNBJImAZcAhwJ7A0dL2rul2C+ABRHxGuCbwKerDtTMzHqjzBnBAcCKiFgZEU8BVwGHFwtExEBEPJHP3gzMqjZMMzPrlTIXi2cCawrza4EDO5Q/EfhuuxWSTgZOB/r6+voYHBwsGWY5VddXlaGhIcc2Ck2Pr5ORtvlu5cp+bnXsu6a3qSbHV1dsZRKB2iyLtgWlY4EFwEHt1kfEpcClAAsWLIhuox62y3XXdh1FUZcyIzzq0uTYgEZ/rmWMqM1fdy0nXPd4l0ICOpeZPnVKLfuu6W2qyfHVFVuZRLAWmF2YnwWsay0k6WDgr4GDIuL31YRnlp5uQ0chGxpappxZGWWuESwD5knaQ9IOwFHAkmIBSfsD/wAcFhG/qz5MMzPrla6JICI2A6cA1wPLgasj4i5J50k6LC/2GWBn4J8l3SZpyTDVmZlZw5S6szgilgJLW5adXfj74IrjMjOzMeI7i83MEudEYGaWOD90zmwckLYdxa0Lty0X0XZkt1lHPiMwGwciYqtpYGBgm2VOAjZSTgRmZolzIjAzS5wTgZlZ4pwIzMwS50RgZpY4JwIzs8Q5EZiZJc6JwMwscb6z2Bqj3d2zsO0dtL5xyqxaPiOwxmh3p2y7O2jNrFpOBGZmiXMiMDNLnBOBmVninAjMzBLnRGBmljgnAjOzxDkRmJklzonAzCxxTgRmZolzIjAzS5wTgZlZ4pwIzMwS50RgZpY4JwIzs8T59wgSM9wz/1v5cc9m6RiXicA/YFLOvov33WbZPpfvM6LX3nn8nZXEZGbNMy4TQbsD/ODgIP39/WMfTIM9tnxRJfVMnzqlknrMrJnGZSKwclYtevs2y9w1ZGatfLE4MWV+CtJJwCwtTgRmZokrlQgkHSLpXkkrJC1ss35HSd/I1/9U0tyqAzUzs97omggkTQIuAQ4F9gaOlrR3S7ETgfUR8QrgIqBl/I6ZmTVVmTOCA4AVEbEyIp4CrgIObylzOLA4//ubwJtV9qqkmZnVqsyooZnAmsL8WuDA4cpExGZJG4DdgIeKhSSdDJwO9PX19TE4ODjCsLc1NDRUaX1Vcmwj1/T4uulVm2/yfmlybNDs+GqLrd2IkZbRI0cCXyrMHwdc3FLmLmBWYf4+YLdO9c6fPz+qNDAwUGl9VXJsI1dlfMAt0aW993Kqss03+XNrcmwRzY6v6tjKtvkyXUNrgdmF+VnAuuHKSJoMTAceGVlqMjOzsVQmESwD5knaQ9IOwFHAkpYyS4Dj87+PAP49z0ZmZtZwKnO8lvQ24PPAJODLEXG+pPPITjuWSHo+cCWwP9mZwFERsbJLnQ8Cq0f7Bgpm0HJNokEc28hVGd+ciHhRRXVtt4rbfJM/tybHBs2Or+rYSrX5UolgPJB0S0QsqDuOdhzbyDU9vro0eb80OTZodnx1xeY7i83MEudEYGaWuImUCC6tO4AOHNvINT2+ujR5vzQ5Nmh2fLXENmGuEZiZ2chMpDMCMzMbAScCM7PENTIRSJoq6Qf5k0+3LPuopCclTd+Oev5UUkh6VWHZiyRdV2dskp6WdJuk2yX9XNJ/rTo2SXMlbSxs58eSXlmynsr3W1Xx9Wrf1anJ7b2q+FJs8+OpvTcyEQDvBb4VEU8Xlh1Ndpfzn25HPUcDN5HdDQ1ARDwI/EbSG2qMbWNE7BcRrwXOBC7oUWz3FbazGPh4yXp6sd+qiq9X+65OTW7vVcWXYpsfN+29qYngPcC/bpmR9HJgZ+Assg+sK0k7A28g+62Eo1pWfyffRi2xtXghsL4XsXXZTls93G+VxNflNaONry5Nbu+VxNcilTY/ftp7mSfTjeUE7AD8tmXZWcAnyBLXKuDFJeo5Frgs//vHwOsK62YCd9YY29PAbcA9wAZgftWxAXOBjfl27gN+A7y0jv1WcXyV77s6pya394rjS6rNj7f2Xvt/hDZvfHfgnpZlvwTm5X9/DvhgiXquBd6S//1h4DOFdVOAh2uMbajw9+vJHuOtKmPLG94vC/PvBq6rY79VHF/l+67OqcntveL4kmrz46291/4foc0b3wVYVZh/DfB7sm8eq8gegX1Tlzp2I8u+q/PXrAHuL+zAacDaOmJr/XDz+QfIv1VVGFtrw5sKPFHHfqsqvl7tuzqnJrf3quLr1efW5DY/3tp7464RRMR6YJKyJ5pC1gd5TkTMzafdgZmS5kiaKenGNtUcAVwREXPy18wGfgW8MV+/J9m3mjpi20o+SmES8HDFsbV6I9kpKWO93yqMbytV7bs6Nbm9VxjfVlJo8+OtvZf5qco63EC2o75PdvHm0Jb1386X3whsbvP6o4FFLcv+BTgG+A/gTWSng3XEBjBV0m353wKOj+dGFlQVG8DL8+0IeAr4n/nylwwTWy/3WxXxQe/2XZ2a3N6riA/SbPPjp71XcVpR9UT2uwZXlih3CnDYCOr/IbCLYxu72MZDfHVNTd8vTY7PsVXT3kddQa8msjG4k3pQ74uAdzq2sY9tPMRX19T0/dLk+Bzb6Cc/dM7MLHGNu1hsZmZjy4nAzCxxTgRmZolzIqhR8YmE+fxsSb+StGs+v0s+P6dDHV+T9IHC/IGS7pA0WdKApCFJjfyhbkuP23wzORHU776I2A8gItYAX+S5cc2LgEsjYnWH138UOD1/LO3zgL8H/iIiNkfEm4Bbehi72Ui4zTdMU28oS9lFwK2SPkJ2M8qHOhWOiAckfRb4NNljge+IiJt6H6ZZZdzma+ZE0DARsUnS6cB1wFsj4qkSL/s/wPFAP+BTYhtX3Obr566hZjqU7DG1+5QpHBHPAP8AfDciHu5W3qyB3OZr5ETQMJL2A94C/BHwUUkvKfnSZ/LJbFxxm6+fE0GDSBLZhbOPRMT9wGeAzxbW31NXbGa94DbfDE4EzXIScH9EfC+f/wLwKkkHSZpB9vRBs4nEbb4B/KyhGkmaC1wTEV37RSW9A3hZRPzv7dzGIPCxiPCQOqud23wzedRQvZ4Gpku6bcu46uFExDXbW7mkAeBlwKYRxmdWNbf5BvIZgZlZ4nyNwMwscU4EZmaJcyIwM0ucE4GZWeKcCMzMEvf/AR/Kl1jAjuVNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.boxplot()绘制\n",
    "# 分组汇总\n",
    "\n",
    "df = pd.DataFrame(np.random.rand(10,2), columns=['Col1', 'Col2'] )\n",
    "df['X'] = pd.Series(['A','A','A','A','A','B','B','B','B','B'])\n",
    "df['Y'] = pd.Series(['A','B','A','B','A','B','A','B','A','B'])\n",
    "print(df.head())\n",
    "df.boxplot(by = 'X')\n",
    "df.boxplot(column=['Col1','Col2'], by=['X','Y'])\n",
    "# columns：按照数据的列分子图\n",
    "# by：按照列分组做箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
